FileBase DT1_rLS_20150720_576um ElecNo 2 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 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 1 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 98702 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 98702 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 5156 members Mstep: Class 3 contains 5120 members Mstep: Class 4 contains 5148 members Mstep: Class 5 contains 5315 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 5247 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 5101 members Mstep: Class 10 contains 5141 members Mstep: Class 11 contains 5229 members Mstep: Class 12 contains 5349 members Mstep: Class 13 contains 5161 members Mstep: Class 14 contains 5043 members Mstep: Class 15 contains 5250 members Mstep: Class 16 contains 5119 members Mstep: Class 17 contains 5202 members Mstep: Class 18 contains 5247 members Mstep: Class 19 contains 5147 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 37.172760 but Gain 523.244141 Score: -2627990.000000 Penalty: 9418.385742 Iteration 0F: 19 clusters Score -2627990 nChanged 92584 Entering Unmasked Mstep Mstep: Class 0 contains 327 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 3110 members Mstep: Class 3 contains 2328 members Mstep: Class 4 contains 4089 members Mstep: Class 5 contains 2704 members Mstep: Class 6 contains 2482 members Mstep: Class 7 contains 4073 members Mstep: Class 8 contains 6047 members Mstep: Class 9 contains 11414 members Mstep: Class 10 contains 3660 members Mstep: Class 11 contains 4197 members Mstep: Class 12 contains 8161 members Mstep: Class 13 contains 2937 members Mstep: Class 15 contains 7186 members Mstep: Class 16 contains 8977 members Mstep: Class 17 contains 5156 members Mstep: Class 18 contains 3968 members Mstep: Class 19 contains 4339 members Entering Unmasked Estep ConsiderDeletion Score: -2845067.000000 Penalty: 9418.385742 Iteration 1F: 19 clusters Score -2845067 nChanged 27220 Entering Unmasked Mstep Mstep: Class 0 contains 220 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 2213 members Mstep: Class 3 contains 2234 members Mstep: Class 4 contains 3264 members Mstep: Class 5 contains 2405 members Mstep: Class 6 contains 1806 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 4873 members Mstep: Class 9 contains 12864 members Mstep: Class 10 contains 3321 members Mstep: Class 11 contains 4896 members Mstep: Class 12 contains 8954 members Mstep: Class 13 contains 3368 members Mstep: Class 15 contains 7226 members Mstep: Class 16 contains 9643 members Mstep: Class 17 contains 6583 members Mstep: Class 18 contains 3643 members Mstep: Class 19 contains 3721 members Entering Unmasked Estep ConsiderDeletion Score: -2885793.500000 Penalty: 9418.385742 Iteration 2F: 19 clusters Score -2885794 nChanged 21376 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 13516 members Mstep: Class 2 contains 1851 members Mstep: Class 3 contains 2490 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 2216 members Mstep: Class 6 contains 1278 members Mstep: Class 7 contains 2300 members Mstep: Class 8 contains 4079 members Mstep: Class 9 contains 12786 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 7394 members Mstep: Class 12 contains 10219 members Mstep: Class 13 contains 3839 members Mstep: Class 15 contains 7292 members Mstep: Class 16 contains 9501 members Mstep: Class 17 contains 7904 members Mstep: Class 18 contains 3772 members Mstep: Class 19 contains 2716 members Entering Unmasked Estep ConsiderDeletion Score: -2919071.250000 Penalty: 9418.385742 Iteration 3F: 19 clusters Score -2919071 nChanged 18700 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 1804 members Mstep: Class 3 contains 2530 members Mstep: Class 4 contains 1576 members Mstep: Class 5 contains 2344 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 1743 members Mstep: Class 8 contains 3281 members Mstep: Class 9 contains 11138 members Mstep: Class 10 contains 2715 members Mstep: Class 11 contains 10086 members Mstep: Class 12 contains 13217 members Mstep: Class 13 contains 3796 members Mstep: Class 15 contains 7621 members Mstep: Class 16 contains 9164 members Mstep: Class 17 contains 8652 members Mstep: Class 18 contains 3736 members Mstep: Class 19 contains 1604 members Entering Unmasked Estep ConsiderDeletion Score: -2941374.750000 Penalty: 9418.385742 Iteration 4F: 19 clusters Score -2941375 nChanged 15371 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 1903 members Mstep: Class 3 contains 2326 members Mstep: Class 4 contains 1009 members Mstep: Class 5 contains 2655 members Mstep: Class 6 contains 725 members Mstep: Class 7 contains 1347 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 8919 members Mstep: Class 10 contains 2366 members Mstep: Class 11 contains 11421 members Mstep: Class 12 contains 16562 members Mstep: Class 13 contains 3741 members Mstep: Class 15 contains 8129 members Mstep: Class 16 contains 9424 members Mstep: Class 17 contains 8885 members Mstep: Class 18 contains 3421 members Mstep: Class 19 contains 1060 members Entering Unmasked Estep ConsiderDeletion Score: -2957161.750000 Penalty: 9418.385742 Iteration 5F: 19 clusters Score -2957162 nChanged 12923 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 2038 members Mstep: Class 4 contains 637 members Mstep: Class 5 contains 3095 members Mstep: Class 6 contains 591 members Mstep: Class 7 contains 1065 members Mstep: Class 8 contains 2065 members Mstep: Class 9 contains 6801 members Mstep: Class 10 contains 2092 members Mstep: Class 11 contains 11798 members Mstep: Class 12 contains 19853 members Mstep: Class 13 contains 3789 members Mstep: Class 15 contains 8757 members Mstep: Class 16 contains 9913 members Mstep: Class 17 contains 9002 members Mstep: Class 18 contains 3186 members Mstep: Class 19 contains 874 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 522.242737 but Gain 523.243164 Score: -2971475.250000 Penalty: 8895.142578 Iteration 6F: 18 clusters Score -2971475 nChanged 11402 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 1804 members Mstep: Class 3 contains 1838 members Mstep: Class 5 contains 3594 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 840 members Mstep: Class 8 contains 1655 members Mstep: Class 9 contains 5143 members Mstep: Class 10 contains 1941 members Mstep: Class 11 contains 11739 members Mstep: Class 12 contains 22727 members Mstep: Class 13 contains 3598 members Mstep: Class 15 contains 10195 members Mstep: Class 16 contains 10398 members Mstep: Class 17 contains 8857 members Mstep: Class 18 contains 3092 members Mstep: Class 19 contains 826 members Entering Unmasked Estep ConsiderDeletion Score: -2984614.750000 Penalty: 8895.142578 Iteration 7F: 18 clusters Score -2984615 nChanged 9405 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 1652 members Mstep: Class 3 contains 1689 members Mstep: Class 5 contains 4157 members Mstep: Class 6 contains 472 members Mstep: Class 7 contains 645 members Mstep: Class 8 contains 1313 members Mstep: Class 9 contains 4257 members Mstep: Class 10 contains 1953 members Mstep: Class 11 contains 11438 members Mstep: Class 12 contains 24948 members Mstep: Class 13 contains 3195 members Mstep: Class 15 contains 12143 members Mstep: Class 16 contains 10728 members Mstep: Class 17 contains 8539 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 779 members Entering Unmasked Estep ConsiderDeletion Score: -2992790.250000 Penalty: 8895.142578 Iteration 8F: 18 clusters Score -2992790 nChanged 8071 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 1537 members Mstep: Class 3 contains 1564 members Mstep: Class 5 contains 4818 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 517 members Mstep: Class 8 contains 1077 members Mstep: Class 9 contains 3827 members Mstep: Class 10 contains 1995 members Mstep: Class 11 contains 11011 members Mstep: Class 12 contains 26787 members Mstep: Class 13 contains 2785 members Mstep: Class 15 contains 14061 members Mstep: Class 16 contains 10934 members Mstep: Class 17 contains 8255 members Mstep: Class 18 contains 2694 members Mstep: Class 19 contains 713 members Entering Unmasked Estep ConsiderDeletion Score: -2998996.000000 Penalty: 8895.142578 Iteration 9F: 18 clusters Score -2998996 nChanged 6871 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1449 members Mstep: Class 3 contains 1410 members Mstep: Class 5 contains 5553 members Mstep: Class 6 contains 394 members Mstep: Class 7 contains 442 members Mstep: Class 8 contains 927 members Mstep: Class 9 contains 3603 members Mstep: Class 10 contains 1953 members Mstep: Class 11 contains 10491 members Mstep: Class 12 contains 28411 members Mstep: Class 13 contains 2393 members Mstep: Class 15 contains 15797 members Mstep: Class 16 contains 10987 members Mstep: Class 17 contains 8042 members Mstep: Class 18 contains 2439 members Mstep: Class 19 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -3004249.250000 Penalty: 8895.142578 Iteration 10F: 18 clusters Score -3004249 nChanged 5699 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1364 members Mstep: Class 3 contains 1274 members Mstep: Class 5 contains 6275 members Mstep: Class 6 contains 356 members Mstep: Class 7 contains 390 members Mstep: Class 8 contains 831 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 1813 members Mstep: Class 11 contains 10031 members Mstep: Class 12 contains 29823 members Mstep: Class 13 contains 2037 members Mstep: Class 15 contains 17007 members Mstep: Class 16 contains 10906 members Mstep: Class 17 contains 7805 members Mstep: Class 18 contains 2180 members Mstep: Class 19 contains 564 members Entering Unmasked Estep ConsiderDeletion Score: -3008547.000000 Penalty: 8895.142578 Iteration 11F: 18 clusters Score -3008547 nChanged 4820 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1301 members Mstep: Class 3 contains 1125 members Mstep: Class 5 contains 6963 members Mstep: Class 6 contains 340 members Mstep: Class 7 contains 360 members Mstep: Class 8 contains 781 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 1613 members Mstep: Class 11 contains 9631 members Mstep: Class 12 contains 31063 members Mstep: Class 13 contains 1718 members Mstep: Class 15 contains 17810 members Mstep: Class 16 contains 10702 members Mstep: Class 17 contains 7515 members Mstep: Class 18 contains 1928 members Mstep: Class 19 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -3012196.750000 Penalty: 8895.142578 Iteration 12Q: 18 clusters Score -3012197 nChanged 4129 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1261 members Mstep: Class 3 contains 959 members Mstep: Class 5 contains 7384 members Mstep: Class 6 contains 323 members Mstep: Class 7 contains 335 members Mstep: Class 8 contains 789 members Mstep: Class 9 contains 3459 members Mstep: Class 10 contains 1344 members Mstep: Class 11 contains 9535 members Mstep: Class 12 contains 32095 members Mstep: Class 13 contains 1410 members Mstep: Class 15 contains 18527 members Mstep: Class 16 contains 10388 members Mstep: Class 17 contains 7222 members Mstep: Class 18 contains 1687 members Mstep: Class 19 contains 434 members Entering Unmasked Estep ConsiderDeletion Score: -3015303.500000 Penalty: 8895.142578 Iteration 13Q: 18 clusters Score -3015304 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1231 members Mstep: Class 3 contains 794 members Mstep: Class 5 contains 7635 members Mstep: Class 6 contains 317 members Mstep: Class 7 contains 330 members Mstep: Class 8 contains 817 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 9568 members Mstep: Class 12 contains 33032 members Mstep: Class 13 contains 1102 members Mstep: Class 15 contains 19187 members Mstep: Class 16 contains 10001 members Mstep: Class 17 contains 6919 members Mstep: Class 18 contains 1443 members Mstep: Class 19 contains 401 members Entering Unmasked Estep ConsiderDeletion Score: -3017784.750000 Penalty: 8895.142578 Iteration 14Q: 18 clusters Score -3017785 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1215 members Mstep: Class 3 contains 655 members Mstep: Class 5 contains 7753 members Mstep: Class 6 contains 317 members Mstep: Class 7 contains 323 members Mstep: Class 8 contains 801 members Mstep: Class 9 contains 3381 members Mstep: Class 10 contains 833 members Mstep: Class 11 contains 9714 members Mstep: Class 12 contains 33732 members Mstep: Class 13 contains 812 members Mstep: Class 15 contains 19712 members Mstep: Class 16 contains 9675 members Mstep: Class 17 contains 6635 members Mstep: Class 18 contains 1271 members Mstep: Class 19 contains 382 members Entering Unmasked Estep ConsiderDeletion Score: -3019652.750000 Penalty: 8895.142578 Iteration 15Q: 18 clusters Score -3019653 nChanged 2528 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1197 members Mstep: Class 3 contains 552 members Mstep: Class 5 contains 7821 members Mstep: Class 6 contains 315 members Mstep: Class 7 contains 312 members Mstep: Class 8 contains 784 members Mstep: Class 9 contains 3294 members Mstep: Class 10 contains 671 members Mstep: Class 11 contains 9853 members Mstep: Class 12 contains 34352 members Mstep: Class 13 contains 545 members Mstep: Class 15 contains 20144 members Mstep: Class 16 contains 9346 members Mstep: Class 17 contains 6429 members Mstep: Class 18 contains 1160 members Mstep: Class 19 contains 373 members Entering Unmasked Estep ConsiderDeletion Score: -3021097.750000 Penalty: 8895.142578 Iteration 16Q: 18 clusters Score -3021098 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1190 members Mstep: Class 3 contains 489 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 315 members Mstep: Class 7 contains 300 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 3235 members Mstep: Class 10 contains 587 members Mstep: Class 11 contains 9992 members Mstep: Class 12 contains 34868 members Mstep: Class 13 contains 396 members Mstep: Class 15 contains 20363 members Mstep: Class 16 contains 9046 members Mstep: Class 17 contains 6273 members Mstep: Class 18 contains 1073 members Mstep: Class 19 contains 370 members Entering Unmasked Estep ConsiderDeletion Score: -3022010.000000 Penalty: 8895.142578 Iteration 17Q: 18 clusters Score -3022010 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1190 members Mstep: Class 3 contains 441 members Mstep: Class 5 contains 7877 members Mstep: Class 6 contains 315 members Mstep: Class 7 contains 288 members Mstep: Class 8 contains 736 members Mstep: Class 9 contains 3203 members Mstep: Class 10 contains 542 members Mstep: Class 11 contains 10106 members Mstep: Class 12 contains 35307 members Mstep: Class 13 contains 345 members Mstep: Class 15 contains 20446 members Mstep: Class 16 contains 8798 members Mstep: Class 17 contains 6130 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -3022622.000000 Penalty: 8895.142578 Iteration 18Q: 18 clusters Score -3022622 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1206 members Mstep: Class 3 contains 400 members Mstep: Class 5 contains 7887 members Mstep: Class 6 contains 320 members Mstep: Class 7 contains 278 members Mstep: Class 8 contains 697 members Mstep: Class 9 contains 3213 members Mstep: Class 10 contains 517 members Mstep: Class 11 contains 10203 members Mstep: Class 12 contains 35650 members Mstep: Class 13 contains 326 members Mstep: Class 15 contains 20488 members Mstep: Class 16 contains 8598 members Mstep: Class 17 contains 5991 members Mstep: Class 18 contains 911 members Mstep: Class 19 contains 375 members Entering Unmasked Estep ConsiderDeletion Score: -3023062.000000 Penalty: 8895.142578 Iteration 19Q: 18 clusters Score -3023062 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1213 members Mstep: Class 3 contains 370 members Mstep: Class 5 contains 7891 members Mstep: Class 6 contains 325 members Mstep: Class 7 contains 266 members Mstep: Class 8 contains 671 members Mstep: Class 9 contains 3221 members Mstep: Class 10 contains 507 members Mstep: Class 11 contains 10307 members Mstep: Class 12 contains 35951 members Mstep: Class 13 contains 321 members Mstep: Class 15 contains 20509 members Mstep: Class 16 contains 8392 members Mstep: Class 17 contains 5859 members Mstep: Class 18 contains 848 members Mstep: Class 19 contains 381 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 505.838776 but Gain 523.244141 Score: -3023433.500000 Penalty: 8371.898438 Iteration 20F: 17 clusters Score -3023434 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1227 members Mstep: Class 3 contains 349 members Mstep: Class 5 contains 7891 members Mstep: Class 6 contains 334 members Mstep: Class 8 contains 654 members Mstep: Class 9 contains 3308 members Mstep: Class 10 contains 508 members Mstep: Class 11 contains 10418 members Mstep: Class 12 contains 36281 members Mstep: Class 13 contains 317 members Mstep: Class 15 contains 20523 members Mstep: Class 16 contains 8241 members Mstep: Class 17 contains 5759 members Mstep: Class 18 contains 797 members Mstep: Class 19 contains 406 members Entering Unmasked Estep ConsiderDeletion Score: -3024068.250000 Penalty: 8371.898438 Iteration 21Q: 17 clusters Score -3024068 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1237 members Mstep: Class 3 contains 337 members Mstep: Class 5 contains 7883 members Mstep: Class 6 contains 339 members Mstep: Class 8 contains 633 members Mstep: Class 9 contains 3385 members Mstep: Class 10 contains 503 members Mstep: Class 11 contains 10476 members Mstep: Class 12 contains 36520 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 20541 members Mstep: Class 16 contains 8088 members Mstep: Class 17 contains 5578 members Mstep: Class 18 contains 747 members Mstep: Class 19 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -3024349.000000 Penalty: 8371.898438 Iteration 22Q: 17 clusters Score -3024349 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1249 members Mstep: Class 3 contains 334 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 348 members Mstep: Class 8 contains 627 members Mstep: Class 9 contains 3463 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 10528 members Mstep: Class 12 contains 36734 members Mstep: Class 13 contains 313 members Mstep: Class 15 contains 20565 members Mstep: Class 16 contains 7956 members Mstep: Class 17 contains 5386 members Mstep: Class 18 contains 697 members Mstep: Class 19 contains 440 members Entering Unmasked Estep ConsiderDeletion Score: -3024594.750000 Penalty: 8371.898438 Iteration 23Q: 17 clusters Score -3024595 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1261 members Mstep: Class 3 contains 339 members Mstep: Class 5 contains 7869 members Mstep: Class 6 contains 364 members Mstep: Class 8 contains 618 members Mstep: Class 9 contains 3539 members Mstep: Class 10 contains 485 members Mstep: Class 11 contains 10567 members Mstep: Class 12 contains 36932 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 20595 members Mstep: Class 16 contains 7821 members Mstep: Class 17 contains 5213 members Mstep: Class 18 contains 658 members Mstep: Class 19 contains 455 members Entering Unmasked Estep ConsiderDeletion Score: -3024818.000000 Penalty: 8371.898438 Iteration 24Q: 17 clusters Score -3024818 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1272 members Mstep: Class 3 contains 360 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 388 members Mstep: Class 8 contains 616 members Mstep: Class 9 contains 3614 members Mstep: Class 10 contains 480 members Mstep: Class 11 contains 10615 members Mstep: Class 12 contains 37083 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 20621 members Mstep: Class 16 contains 7701 members Mstep: Class 17 contains 5028 members Mstep: Class 18 contains 628 members Mstep: Class 19 contains 455 members Entering Unmasked Estep ConsiderDeletion Score: -3025019.500000 Penalty: 8371.898438 Iteration 25Q: 17 clusters Score -3025020 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1287 members Mstep: Class 3 contains 382 members Mstep: Class 5 contains 7870 members Mstep: Class 6 contains 408 members Mstep: Class 8 contains 609 members Mstep: Class 9 contains 3705 members Mstep: Class 10 contains 479 members Mstep: Class 11 contains 10660 members Mstep: Class 12 contains 37210 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 20632 members Mstep: Class 16 contains 7576 members Mstep: Class 17 contains 4884 members Mstep: Class 18 contains 593 members Mstep: Class 19 contains 453 members Entering Unmasked Estep ConsiderDeletion Score: -3025175.000000 Penalty: 8371.898438 Iteration 26Q: 17 clusters Score -3025175 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1294 members Mstep: Class 3 contains 406 members Mstep: Class 5 contains 7870 members Mstep: Class 6 contains 435 members Mstep: Class 8 contains 593 members Mstep: Class 9 contains 3804 members Mstep: Class 10 contains 477 members Mstep: Class 11 contains 10682 members Mstep: Class 12 contains 37340 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 20642 members Mstep: Class 16 contains 7459 members Mstep: Class 17 contains 4744 members Mstep: Class 18 contains 566 members Mstep: Class 19 contains 453 members Entering Unmasked Estep ConsiderDeletion Score: -3025302.500000 Penalty: 8371.898438 Iteration 27Q: 17 clusters Score -3025302 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1306 members Mstep: Class 3 contains 439 members Mstep: Class 5 contains 7870 members Mstep: Class 6 contains 458 members Mstep: Class 8 contains 573 members Mstep: Class 9 contains 3908 members Mstep: Class 10 contains 474 members Mstep: Class 11 contains 10699 members Mstep: Class 12 contains 37442 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 20653 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 4611 members Mstep: Class 18 contains 536 members Mstep: Class 19 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -3025447.250000 Penalty: 8371.898438 Iteration 28Q: 17 clusters Score -3025447 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1323 members Mstep: Class 3 contains 476 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 488 members Mstep: Class 8 contains 559 members Mstep: Class 9 contains 3998 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 10709 members Mstep: Class 12 contains 37507 members Mstep: Class 13 contains 312 members Mstep: Class 15 contains 20667 members Mstep: Class 16 contains 7272 members Mstep: Class 17 contains 4486 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 463 members Entering Unmasked Estep ConsiderDeletion Score: -3025584.250000 Penalty: 8371.898438 Iteration 29Q: 17 clusters Score -3025584 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1356 members Mstep: Class 3 contains 507 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 517 members Mstep: Class 8 contains 545 members Mstep: Class 9 contains 4070 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 10724 members Mstep: Class 12 contains 37520 members Mstep: Class 13 contains 312 members Mstep: Class 15 contains 20679 members Mstep: Class 16 contains 7217 members Mstep: Class 17 contains 4375 members Mstep: Class 18 contains 500 members Mstep: Class 19 contains 467 members Entering Unmasked Estep ConsiderDeletion Score: -3025672.250000 Penalty: 8371.898438 Iteration 30Q: 17 clusters Score -3025672 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1377 members Mstep: Class 3 contains 540 members Mstep: Class 5 contains 7874 members Mstep: Class 6 contains 545 members Mstep: Class 8 contains 532 members Mstep: Class 9 contains 4163 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 10730 members Mstep: Class 12 contains 37554 members Mstep: Class 13 contains 312 members Mstep: Class 15 contains 20687 members Mstep: Class 16 contains 7146 members Mstep: Class 17 contains 4266 members Mstep: Class 18 contains 484 members Mstep: Class 19 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -3025787.500000 Penalty: 8371.898438 Iteration 31Q: 17 clusters Score -3025788 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1397 members Mstep: Class 3 contains 568 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 571 members Mstep: Class 8 contains 519 members Mstep: Class 9 contains 4247 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 10731 members Mstep: Class 12 contains 37575 members Mstep: Class 13 contains 312 members Mstep: Class 15 contains 20683 members Mstep: Class 16 contains 7085 members Mstep: Class 17 contains 4182 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 465 members Entering Unmasked Estep ConsiderDeletion Score: -3025902.000000 Penalty: 8371.898438 Iteration 32Q: 17 clusters Score -3025902 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1411 members Mstep: Class 3 contains 591 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 589 members Mstep: Class 8 contains 509 members Mstep: Class 9 contains 4334 members Mstep: Class 10 contains 466 members Mstep: Class 11 contains 10730 members Mstep: Class 12 contains 37598 members Mstep: Class 13 contains 313 members Mstep: Class 15 contains 20687 members Mstep: Class 16 contains 7027 members Mstep: Class 17 contains 4098 members Mstep: Class 18 contains 475 members Mstep: Class 19 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -3025991.500000 Penalty: 8371.898438 Iteration 33Q: 17 clusters Score -3025992 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1422 members Mstep: Class 3 contains 609 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 601 members Mstep: Class 8 contains 495 members Mstep: Class 9 contains 4427 members Mstep: Class 10 contains 467 members Mstep: Class 11 contains 10737 members Mstep: Class 12 contains 37617 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 20688 members Mstep: Class 16 contains 6965 members Mstep: Class 17 contains 4017 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -3026055.750000 Penalty: 8371.898438 Iteration 34Q: 17 clusters Score -3026056 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1442 members Mstep: Class 3 contains 620 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 607 members Mstep: Class 8 contains 477 members Mstep: Class 9 contains 4501 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 10739 members Mstep: Class 12 contains 37630 members Mstep: Class 13 contains 315 members Mstep: Class 15 contains 20686 members Mstep: Class 16 contains 6919 members Mstep: Class 17 contains 3961 members Mstep: Class 18 contains 477 members Mstep: Class 19 contains 467 members Entering Unmasked Estep ConsiderDeletion Score: -3026114.250000 Penalty: 8371.898438 Iteration 35Q: 17 clusters Score -3026114 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1466 members Mstep: Class 3 contains 630 members Mstep: Class 5 contains 7874 members Mstep: Class 6 contains 609 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 4565 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 10736 members Mstep: Class 12 contains 37652 members Mstep: Class 13 contains 315 members Mstep: Class 15 contains 20685 members Mstep: Class 16 contains 6873 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 468 members Entering Unmasked Estep ConsiderDeletion Score: -3026169.250000 Penalty: 8371.898438 Iteration 36Q: 17 clusters Score -3026169 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 641 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 611 members Mstep: Class 8 contains 456 members Mstep: Class 9 contains 4617 members Mstep: Class 10 contains 474 members Mstep: Class 11 contains 10728 members Mstep: Class 12 contains 37666 members Mstep: Class 13 contains 315 members Mstep: Class 15 contains 20681 members Mstep: Class 16 contains 6838 members Mstep: Class 17 contains 3878 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 467 members Entering Unmasked Estep ConsiderDeletion Score: -3026247.000000 Penalty: 8371.898438 Iteration 37Q: 17 clusters Score -3026247 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1519 members Mstep: Class 3 contains 648 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 609 members Mstep: Class 8 contains 449 members Mstep: Class 9 contains 4680 members Mstep: Class 10 contains 477 members Mstep: Class 11 contains 10715 members Mstep: Class 12 contains 37673 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 20683 members Mstep: Class 16 contains 6785 members Mstep: Class 17 contains 3848 members Mstep: Class 18 contains 481 members Mstep: Class 19 contains 465 members Entering Unmasked Estep ConsiderDeletion Score: -3026297.000000 Penalty: 8371.898438 Iteration 38Q: 17 clusters Score -3026297 nChanged 252 Entering ConstructFrom: Score: -3026297.000000 Penalty: 8371.898438 Entering ConstructFrom: Trying to split cluster 1 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -48403.976562 Penalty: 331.739349 Iteration 0F: 2 clusters Score -48403.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -47277.960938 Penalty: 663.478699 Iteration 0F: 3 clusters Score -47277.96 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -47619.929688 Penalty: 663.478699 Iteration 1F: 3 clusters Score -47619.93 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -47684.703125 Penalty: 663.478699 Iteration 2F: 3 clusters Score -47684.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -47744.488281 Penalty: 663.478699 Iteration 3F: 3 clusters Score -47744.49 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -47813.539062 Penalty: 663.478699 Iteration 4F: 3 clusters Score -47813.54 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -47880.714844 Penalty: 663.478699 Iteration 5F: 3 clusters Score -47880.71 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -47921.144531 Penalty: 663.478699 Iteration 6Q: 3 clusters Score -47921.14 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -47950.441406 Penalty: 663.478699 Iteration 7Q: 3 clusters Score -47950.44 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -47981.480469 Penalty: 663.478699 Iteration 8Q: 3 clusters Score -47981.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -48000.519531 Penalty: 663.478699 Iteration 9Q: 3 clusters Score -48000.52 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -48021.542969 Penalty: 663.478699 Iteration 10Q: 3 clusters Score -48021.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -48040.960938 Penalty: 663.478699 Iteration 11Q: 3 clusters Score -48040.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -48064.789062 Penalty: 663.478699 Iteration 12Q: 3 clusters Score -48064.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -48075.636719 Penalty: 663.478699 Iteration 13Q: 3 clusters Score -48075.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -48088.777344 Penalty: 663.478699 Iteration 14Q: 3 clusters Score -48088.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -48101.585938 Penalty: 663.478699 Iteration 15Q: 3 clusters Score -48101.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -48109.042969 Penalty: 663.478699 Iteration 16Q: 3 clusters Score -48109.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -48112.488281 Penalty: 663.478699 Iteration 17Q: 3 clusters Score -48112.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -48115.855469 Penalty: 663.478699 Iteration 18Q: 3 clusters Score -48115.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -48117.992188 Penalty: 663.478699 Iteration 19Q: 3 clusters Score -48117.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -48122.281250 Penalty: 663.478699 Iteration 20F: 3 clusters Score -48122.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -48123.003906 Penalty: 663.478699 Iteration 21Q: 3 clusters Score -48123 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -48123.003906 Penalty: 663.478699 Iteration 22F: 3 clusters Score -48123 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Entering Unmasked Estep Score: -50803.562500 Penalty: 334.390015 Iteration 0F: 2 clusters Score -50803.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -49708.480469 Penalty: 668.780029 Iteration 0F: 3 clusters Score -49708.48 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -50253.027344 Penalty: 668.780029 Iteration 1F: 3 clusters Score -50253.03 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -50414.613281 Penalty: 668.780029 Iteration 2F: 3 clusters Score -50414.61 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -50527.593750 Penalty: 668.780029 Iteration 3F: 3 clusters Score -50527.59 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -50576.968750 Penalty: 668.780029 Iteration 4Q: 3 clusters Score -50576.97 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -50603.671875 Penalty: 668.780029 Iteration 5Q: 3 clusters Score -50603.67 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -50616.410156 Penalty: 668.780029 Iteration 6Q: 3 clusters Score -50616.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -50629.039062 Penalty: 668.780029 Iteration 7Q: 3 clusters Score -50629.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -50640.113281 Penalty: 668.780029 Iteration 8Q: 3 clusters Score -50640.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -50649.171875 Penalty: 668.780029 Iteration 9Q: 3 clusters Score -50649.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -50653.593750 Penalty: 668.780029 Iteration 10Q: 3 clusters Score -50653.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -50657.320312 Penalty: 668.780029 Iteration 11Q: 3 clusters Score -50657.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -50658.980469 Penalty: 668.780029 Iteration 12Q: 3 clusters Score -50658.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -50660.019531 Penalty: 668.780029 Iteration 13Q: 3 clusters Score -50660.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -50660.082031 Penalty: 668.780029 Iteration 14Q: 3 clusters Score -50660.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -50660.082031 Penalty: 668.780029 Iteration 15F: 3 clusters Score -50660.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -21582.705078 Penalty: 294.842010 Iteration 0F: 2 clusters Score -21582.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -21013.132812 Penalty: 589.684021 Iteration 0F: 3 clusters Score -21013.13 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -21241.285156 Penalty: 589.684021 Iteration 1F: 3 clusters Score -21241.29 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -21287.738281 Penalty: 589.684021 Iteration 2F: 3 clusters Score -21287.74 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -21310.824219 Penalty: 589.684021 Iteration 3F: 3 clusters Score -21310.82 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -21322.929688 Penalty: 589.684021 Iteration 4Q: 3 clusters Score -21322.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -21338.115234 Penalty: 589.684021 Iteration 5Q: 3 clusters Score -21338.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -21349.664062 Penalty: 589.684021 Iteration 6Q: 3 clusters Score -21349.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -21365.056641 Penalty: 589.684021 Iteration 7Q: 3 clusters Score -21365.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -21381.492188 Penalty: 589.684021 Iteration 8Q: 3 clusters Score -21381.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -21401.148438 Penalty: 589.684021 Iteration 9Q: 3 clusters Score -21401.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -21419.746094 Penalty: 589.684021 Iteration 10Q: 3 clusters Score -21419.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -21439.804688 Penalty: 589.684021 Iteration 11Q: 3 clusters Score -21439.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -21455.574219 Penalty: 589.684021 Iteration 12Q: 3 clusters Score -21455.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -21462.558594 Penalty: 589.684021 Iteration 13Q: 3 clusters Score -21462.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -21469.027344 Penalty: 589.684021 Iteration 14Q: 3 clusters Score -21469.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -21475.947266 Penalty: 589.684021 Iteration 15Q: 3 clusters Score -21475.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -21480.847656 Penalty: 589.684021 Iteration 16Q: 3 clusters Score -21480.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -21487.119141 Penalty: 589.684021 Iteration 17Q: 3 clusters Score -21487.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -21490.265625 Penalty: 589.684021 Iteration 18Q: 3 clusters Score -21490.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -21492.685547 Penalty: 589.684021 Iteration 19Q: 3 clusters Score -21492.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -21496.359375 Penalty: 589.684021 Iteration 20F: 3 clusters Score -21496.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -21499.462891 Penalty: 589.684021 Iteration 21Q: 3 clusters Score -21499.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -21499.462891 Penalty: 589.684021 Iteration 22F: 3 clusters Score -21499.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Entering Unmasked Estep Score: -280274.968750 Penalty: 408.206696 Iteration 0F: 2 clusters Score -280275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -274944.718750 Penalty: 816.413391 Iteration 0F: 3 clusters Score -274944.7 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -276900.250000 Penalty: 816.413391 Iteration 1F: 3 clusters Score -276900.2 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -277076.437500 Penalty: 816.413391 Iteration 2Q: 3 clusters Score -277076.4 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -277291.968750 Penalty: 816.413391 Iteration 3F: 3 clusters Score -277292 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -277563.937500 Penalty: 816.413391 Iteration 4F: 3 clusters Score -277563.9 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -277839.125000 Penalty: 816.413391 Iteration 5F: 3 clusters Score -277839.1 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -278140.000000 Penalty: 816.413391 Iteration 6F: 3 clusters Score -278140 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -278352.406250 Penalty: 816.413391 Iteration 7Q: 3 clusters Score -278352.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -278446.968750 Penalty: 816.413391 Iteration 8Q: 3 clusters Score -278447 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -278479.468750 Penalty: 816.413391 Iteration 9Q: 3 clusters Score -278479.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -278499.656250 Penalty: 816.413391 Iteration 10Q: 3 clusters Score -278499.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -278510.093750 Penalty: 816.413391 Iteration 11Q: 3 clusters Score -278510.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -278518.250000 Penalty: 816.413391 Iteration 12Q: 3 clusters Score -278518.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -278523.000000 Penalty: 816.413391 Iteration 13Q: 3 clusters Score -278523 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -278526.750000 Penalty: 816.413391 Iteration 14Q: 3 clusters Score -278526.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -278530.843750 Penalty: 816.413391 Iteration 15Q: 3 clusters Score -278530.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -278535.937500 Penalty: 816.413391 Iteration 16Q: 3 clusters Score -278535.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -278542.218750 Penalty: 816.413391 Iteration 17Q: 3 clusters Score -278542.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -278551.031250 Penalty: 816.413391 Iteration 18Q: 3 clusters Score -278551 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -278560.843750 Penalty: 816.413391 Iteration 19Q: 3 clusters Score -278560.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -278570.218750 Penalty: 816.413391 Iteration 20F: 3 clusters Score -278570.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -278584.031250 Penalty: 816.413391 Iteration 21Q: 3 clusters Score -278584 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -278599.812500 Penalty: 816.413391 Iteration 22Q: 3 clusters Score -278599.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -278614.187500 Penalty: 816.413391 Iteration 23Q: 3 clusters Score -278614.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -278629.062500 Penalty: 816.413391 Iteration 24Q: 3 clusters Score -278629.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -278643.343750 Penalty: 816.413391 Iteration 25Q: 3 clusters Score -278643.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -278661.593750 Penalty: 816.413391 Iteration 26Q: 3 clusters Score -278661.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -278681.062500 Penalty: 816.413391 Iteration 27Q: 3 clusters Score -278681.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -278704.093750 Penalty: 816.413391 Iteration 28Q: 3 clusters Score -278704.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -278735.812500 Penalty: 816.413391 Iteration 29Q: 3 clusters Score -278735.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -278784.531250 Penalty: 816.413391 Iteration 30Q: 3 clusters Score -278784.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -278831.875000 Penalty: 816.413391 Iteration 31Q: 3 clusters Score -278831.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -278883.531250 Penalty: 816.413391 Iteration 32Q: 3 clusters Score -278883.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -278942.343750 Penalty: 816.413391 Iteration 33Q: 3 clusters Score -278942.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -279012.343750 Penalty: 816.413391 Iteration 34Q: 3 clusters Score -279012.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -279077.250000 Penalty: 816.413391 Iteration 35Q: 3 clusters Score -279077.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -279148.000000 Penalty: 816.413391 Iteration 36Q: 3 clusters Score -279148 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -279235.000000 Penalty: 816.413391 Iteration 37Q: 3 clusters Score -279235 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -279323.125000 Penalty: 816.413391 Iteration 38Q: 3 clusters Score -279323.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -279408.843750 Penalty: 816.413391 Iteration 39Q: 3 clusters Score -279408.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -279497.093750 Penalty: 816.413391 Iteration 40F: 3 clusters Score -279497.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -279574.062500 Penalty: 816.413391 Iteration 41Q: 3 clusters Score -279574.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -279643.937500 Penalty: 816.413391 Iteration 42Q: 3 clusters Score -279643.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -279713.531250 Penalty: 816.413391 Iteration 43Q: 3 clusters Score -279713.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -279781.593750 Penalty: 816.413391 Iteration 44Q: 3 clusters Score -279781.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -279830.125000 Penalty: 816.413391 Iteration 45Q: 3 clusters Score -279830.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -279854.218750 Penalty: 816.413391 Iteration 46Q: 3 clusters Score -279854.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -279872.125000 Penalty: 816.413391 Iteration 47Q: 3 clusters Score -279872.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -279885.718750 Penalty: 816.413391 Iteration 48Q: 3 clusters Score -279885.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -279896.593750 Penalty: 816.413391 Iteration 49Q: 3 clusters Score -279896.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -279905.875000 Penalty: 816.413391 Iteration 50Q: 3 clusters Score -279905.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -279912.375000 Penalty: 816.413391 Iteration 51Q: 3 clusters Score -279912.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -279917.468750 Penalty: 816.413391 Iteration 52Q: 3 clusters Score -279917.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -279923.656250 Penalty: 816.413391 Iteration 53Q: 3 clusters Score -279923.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -279925.718750 Penalty: 816.413391 Iteration 54Q: 3 clusters Score -279925.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -279929.093750 Penalty: 816.413391 Iteration 55Q: 3 clusters Score -279929.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -279930.000000 Penalty: 816.413391 Iteration 56Q: 3 clusters Score -279930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -279932.468750 Penalty: 816.413391 Iteration 57Q: 3 clusters Score -279932.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -279934.031250 Penalty: 816.413391 Iteration 58Q: 3 clusters Score -279934 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -279938.062500 Penalty: 816.413391 Iteration 59Q: 3 clusters Score -279938.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -279942.781250 Penalty: 816.413391 Iteration 60F: 3 clusters Score -279942.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -279944.656250 Penalty: 816.413391 Iteration 61Q: 3 clusters Score -279944.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -279945.812500 Penalty: 816.413391 Iteration 62Q: 3 clusters Score -279945.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -279947.343750 Penalty: 816.413391 Iteration 63Q: 3 clusters Score -279947.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -279948.562500 Penalty: 816.413391 Iteration 64Q: 3 clusters Score -279948.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -279948.968750 Penalty: 816.413391 Iteration 65Q: 3 clusters Score -279949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -279949.000000 Penalty: 816.413391 Iteration 66Q: 3 clusters Score -279949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -279949.406250 Penalty: 816.413391 Iteration 67Q: 3 clusters Score -279949.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -279950.312500 Penalty: 816.413391 Iteration 68Q: 3 clusters Score -279950.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -279951.000000 Penalty: 816.413391 Iteration 69Q: 3 clusters Score -279951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -279951.343750 Penalty: 816.413391 Iteration 70Q: 3 clusters Score -279951.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -279951.937500 Penalty: 816.413391 Iteration 71Q: 3 clusters Score -279951.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -279951.906250 Penalty: 816.413391 Iteration 72Q: 3 clusters Score -279951.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -279952.781250 Penalty: 816.413391 Iteration 73Q: 3 clusters Score -279952.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -279954.125000 Penalty: 816.413391 Iteration 74Q: 3 clusters Score -279954.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -279954.437500 Penalty: 816.413391 Iteration 75Q: 3 clusters Score -279954.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -279954.437500 Penalty: 816.413391 Iteration 76F: 3 clusters Score -279954.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Entering Unmasked Estep Score: -17606.523438 Penalty: 291.662964 Iteration 0F: 2 clusters Score -17606.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -17043.279297 Penalty: 583.325928 Iteration 0F: 3 clusters Score -17043.28 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -17182.837891 Penalty: 583.325928 Iteration 1F: 3 clusters Score -17182.84 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -17233.037109 Penalty: 583.325928 Iteration 2F: 3 clusters Score -17233.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -17280.566406 Penalty: 583.325928 Iteration 3F: 3 clusters Score -17280.57 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -17323.619141 Penalty: 583.325928 Iteration 4F: 3 clusters Score -17323.62 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -17354.039062 Penalty: 583.325928 Iteration 5F: 3 clusters Score -17354.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17382.037109 Penalty: 583.325928 Iteration 6F: 3 clusters Score -17382.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -17410.156250 Penalty: 583.325928 Iteration 7Q: 3 clusters Score -17410.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -17421.300781 Penalty: 583.325928 Iteration 8Q: 3 clusters Score -17421.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -17428.107422 Penalty: 583.325928 Iteration 9Q: 3 clusters Score -17428.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -17435.542969 Penalty: 583.325928 Iteration 10Q: 3 clusters Score -17435.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -17444.312500 Penalty: 583.325928 Iteration 11Q: 3 clusters Score -17444.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17449.519531 Penalty: 583.325928 Iteration 12Q: 3 clusters Score -17449.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -17454.279297 Penalty: 583.325928 Iteration 13Q: 3 clusters Score -17454.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -17457.140625 Penalty: 583.325928 Iteration 14Q: 3 clusters Score -17457.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -17459.093750 Penalty: 583.325928 Iteration 15Q: 3 clusters Score -17459.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -17460.265625 Penalty: 583.325928 Iteration 16Q: 3 clusters Score -17460.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -17460.591797 Penalty: 583.325928 Iteration 17Q: 3 clusters Score -17460.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -17461.187500 Penalty: 583.325928 Iteration 18Q: 3 clusters Score -17461.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -17461.187500 Penalty: 583.325928 Iteration 19F: 3 clusters Score -17461.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -13349.690430 Penalty: 276.844727 Iteration 0F: 2 clusters Score -13349.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -12909.138672 Penalty: 553.689453 Iteration 0F: 3 clusters Score -12909.14 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -13003.630859 Penalty: 553.689453 Iteration 1F: 3 clusters Score -13003.63 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13019.930664 Penalty: 553.689453 Iteration 2F: 3 clusters Score -13019.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13031.575195 Penalty: 553.689453 Iteration 3Q: 3 clusters Score -13031.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13039.315430 Penalty: 553.689453 Iteration 4Q: 3 clusters Score -13039.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -13049.304688 Penalty: 553.689453 Iteration 5Q: 3 clusters Score -13049.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13055.189453 Penalty: 553.689453 Iteration 6Q: 3 clusters Score -13055.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13059.781250 Penalty: 553.689453 Iteration 7Q: 3 clusters Score -13059.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13063.332031 Penalty: 553.689453 Iteration 8Q: 3 clusters Score -13063.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13065.940430 Penalty: 553.689453 Iteration 9Q: 3 clusters Score -13065.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -13066.438477 Penalty: 553.689453 Iteration 10Q: 3 clusters Score -13066.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13067.140625 Penalty: 553.689453 Iteration 11Q: 3 clusters Score -13067.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13068.413086 Penalty: 553.689453 Iteration 12Q: 3 clusters Score -13068.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13070.499023 Penalty: 553.689453 Iteration 13Q: 3 clusters Score -13070.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13072.836914 Penalty: 553.689453 Iteration 14Q: 3 clusters Score -13072.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13076.653320 Penalty: 553.689453 Iteration 15Q: 3 clusters Score -13076.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13078.137695 Penalty: 553.689453 Iteration 16Q: 3 clusters Score -13078.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13078.582031 Penalty: 553.689453 Iteration 17Q: 3 clusters Score -13078.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13080.695312 Penalty: 553.689453 Iteration 18Q: 3 clusters Score -13080.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -13083.224609 Penalty: 553.689453 Iteration 19Q: 3 clusters Score -13083.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -13084.455078 Penalty: 553.689453 Iteration 20F: 3 clusters Score -13084.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -13084.978516 Penalty: 553.689453 Iteration 21Q: 3 clusters Score -13084.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -13085.500000 Penalty: 553.689453 Iteration 22Q: 3 clusters Score -13085.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -13086.072266 Penalty: 553.689453 Iteration 23Q: 3 clusters Score -13086.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13087.439453 Penalty: 553.689453 Iteration 24Q: 3 clusters Score -13087.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -13088.357422 Penalty: 553.689453 Iteration 25Q: 3 clusters Score -13088.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -13088.659180 Penalty: 553.689453 Iteration 26Q: 3 clusters Score -13088.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -13088.659180 Penalty: 553.689453 Iteration 27F: 3 clusters Score -13088.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Entering Unmasked Estep Score: -147481.859375 Penalty: 385.016083 Iteration 0F: 2 clusters Score -147481.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -144340.875000 Penalty: 770.032166 Iteration 0F: 3 clusters Score -144340.9 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -145560.343750 Penalty: 770.032166 Iteration 1F: 3 clusters Score -145560.3 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -145790.406250 Penalty: 770.032166 Iteration 2F: 3 clusters Score -145790.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -146061.484375 Penalty: 770.032166 Iteration 3F: 3 clusters Score -146061.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -146331.968750 Penalty: 770.032166 Iteration 4F: 3 clusters Score -146332 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -146569.312500 Penalty: 770.032166 Iteration 5F: 3 clusters Score -146569.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -146767.250000 Penalty: 770.032166 Iteration 6Q: 3 clusters Score -146767.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -146899.265625 Penalty: 770.032166 Iteration 7Q: 3 clusters Score -146899.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -146962.734375 Penalty: 770.032166 Iteration 8Q: 3 clusters Score -146962.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -147007.421875 Penalty: 770.032166 Iteration 9Q: 3 clusters Score -147007.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -147046.296875 Penalty: 770.032166 Iteration 10Q: 3 clusters Score -147046.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -147079.734375 Penalty: 770.032166 Iteration 11Q: 3 clusters Score -147079.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -147109.250000 Penalty: 770.032166 Iteration 12Q: 3 clusters Score -147109.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -147124.843750 Penalty: 770.032166 Iteration 13Q: 3 clusters Score -147124.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -147132.875000 Penalty: 770.032166 Iteration 14Q: 3 clusters Score -147132.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -147139.656250 Penalty: 770.032166 Iteration 15Q: 3 clusters Score -147139.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -147144.312500 Penalty: 770.032166 Iteration 16Q: 3 clusters Score -147144.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -147147.562500 Penalty: 770.032166 Iteration 17Q: 3 clusters Score -147147.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -147151.296875 Penalty: 770.032166 Iteration 18Q: 3 clusters Score -147151.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -147153.140625 Penalty: 770.032166 Iteration 19Q: 3 clusters Score -147153.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -147155.406250 Penalty: 770.032166 Iteration 20F: 3 clusters Score -147155.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -147156.734375 Penalty: 770.032166 Iteration 21Q: 3 clusters Score -147156.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -147158.156250 Penalty: 770.032166 Iteration 22Q: 3 clusters Score -147158.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -147159.625000 Penalty: 770.032166 Iteration 23Q: 3 clusters Score -147159.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -147161.203125 Penalty: 770.032166 Iteration 24Q: 3 clusters Score -147161.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -147162.546875 Penalty: 770.032166 Iteration 25Q: 3 clusters Score -147162.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -147165.578125 Penalty: 770.032166 Iteration 26Q: 3 clusters Score -147165.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -147168.296875 Penalty: 770.032166 Iteration 27Q: 3 clusters Score -147168.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -147170.234375 Penalty: 770.032166 Iteration 28Q: 3 clusters Score -147170.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -147171.000000 Penalty: 770.032166 Iteration 29Q: 3 clusters Score -147171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -147171.421875 Penalty: 770.032166 Iteration 30Q: 3 clusters Score -147171.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -147171.890625 Penalty: 770.032166 Iteration 31Q: 3 clusters Score -147171.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -147171.578125 Penalty: 770.032166 Iteration 32Q: 3 clusters Score -147171.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -147171.578125 Penalty: 770.032166 Iteration 33F: 3 clusters Score -147171.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Entering Unmasked Estep Score: -16112.138672 Penalty: 280.812378 Iteration 0F: 2 clusters Score -16112.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15625.919922 Penalty: 561.624756 Iteration 0F: 3 clusters Score -15625.92 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -15739.109375 Penalty: 561.624756 Iteration 1F: 3 clusters Score -15739.11 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -15766.978516 Penalty: 561.624756 Iteration 2F: 3 clusters Score -15766.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15782.721680 Penalty: 561.624756 Iteration 3Q: 3 clusters Score -15782.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15798.365234 Penalty: 561.624756 Iteration 4Q: 3 clusters Score -15798.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -15806.636719 Penalty: 561.624756 Iteration 5Q: 3 clusters Score -15806.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -15814.845703 Penalty: 561.624756 Iteration 6Q: 3 clusters Score -15814.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -15829.142578 Penalty: 561.624756 Iteration 7Q: 3 clusters Score -15829.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -15849.632812 Penalty: 561.624756 Iteration 8Q: 3 clusters Score -15849.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -15859.981445 Penalty: 561.624756 Iteration 9Q: 3 clusters Score -15859.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15865.680664 Penalty: 561.624756 Iteration 10Q: 3 clusters Score -15865.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15879.340820 Penalty: 561.624756 Iteration 11Q: 3 clusters Score -15879.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15894.224609 Penalty: 561.624756 Iteration 12Q: 3 clusters Score -15894.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -15906.749023 Penalty: 561.624756 Iteration 13Q: 3 clusters Score -15906.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -15915.951172 Penalty: 561.624756 Iteration 14Q: 3 clusters Score -15915.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -15923.275391 Penalty: 561.624756 Iteration 15Q: 3 clusters Score -15923.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -15926.338867 Penalty: 561.624756 Iteration 16Q: 3 clusters Score -15926.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -15928.856445 Penalty: 561.624756 Iteration 17Q: 3 clusters Score -15928.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -15930.940430 Penalty: 561.624756 Iteration 18Q: 3 clusters Score -15930.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15932.486328 Penalty: 561.624756 Iteration 19Q: 3 clusters Score -15932.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -15935.660156 Penalty: 561.624756 Iteration 20F: 3 clusters Score -15935.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15936.731445 Penalty: 561.624756 Iteration 21Q: 3 clusters Score -15936.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15937.515625 Penalty: 561.624756 Iteration 22Q: 3 clusters Score -15937.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15937.515625 Penalty: 561.624756 Iteration 23F: 3 clusters Score -15937.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Entering Unmasked Estep Score: -361190.062500 Penalty: 422.157471 Iteration 0F: 2 clusters Score -361190.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -354135.062500 Penalty: 844.314941 Iteration 0F: 3 clusters Score -354135.1 nChanged 5017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -357482.593750 Penalty: 844.314941 Iteration 1F: 3 clusters Score -357482.6 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -358088.343750 Penalty: 844.314941 Iteration 2F: 3 clusters Score -358088.3 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -358640.468750 Penalty: 844.314941 Iteration 3F: 3 clusters Score -358640.5 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -359055.500000 Penalty: 844.314941 Iteration 4F: 3 clusters Score -359055.5 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -359339.968750 Penalty: 844.314941 Iteration 5F: 3 clusters Score -359340 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -359532.656250 Penalty: 844.314941 Iteration 6Q: 3 clusters Score -359532.7 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -359665.093750 Penalty: 844.314941 Iteration 7Q: 3 clusters Score -359665.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -359774.062500 Penalty: 844.314941 Iteration 8Q: 3 clusters Score -359774.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -359844.812500 Penalty: 844.314941 Iteration 9Q: 3 clusters Score -359844.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -359891.281250 Penalty: 844.314941 Iteration 10Q: 3 clusters Score -359891.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -359918.375000 Penalty: 844.314941 Iteration 11Q: 3 clusters Score -359918.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -359937.812500 Penalty: 844.314941 Iteration 12Q: 3 clusters Score -359937.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -359957.093750 Penalty: 844.314941 Iteration 13Q: 3 clusters Score -359957.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -359975.343750 Penalty: 844.314941 Iteration 14Q: 3 clusters Score -359975.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -359991.250000 Penalty: 844.314941 Iteration 15Q: 3 clusters Score -359991.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -360005.875000 Penalty: 844.314941 Iteration 16Q: 3 clusters Score -360005.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -360020.500000 Penalty: 844.314941 Iteration 17Q: 3 clusters Score -360020.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -360033.250000 Penalty: 844.314941 Iteration 18Q: 3 clusters Score -360033.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -360046.937500 Penalty: 844.314941 Iteration 19Q: 3 clusters Score -360046.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -360059.437500 Penalty: 844.314941 Iteration 20F: 3 clusters Score -360059.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -360069.468750 Penalty: 844.314941 Iteration 21Q: 3 clusters Score -360069.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -360080.468750 Penalty: 844.314941 Iteration 22Q: 3 clusters Score -360080.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -360087.781250 Penalty: 844.314941 Iteration 23Q: 3 clusters Score -360087.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -360097.812500 Penalty: 844.314941 Iteration 24Q: 3 clusters Score -360097.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -360106.343750 Penalty: 844.314941 Iteration 25Q: 3 clusters Score -360106.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -360115.593750 Penalty: 844.314941 Iteration 26Q: 3 clusters Score -360115.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -360127.812500 Penalty: 844.314941 Iteration 27Q: 3 clusters Score -360127.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -360139.125000 Penalty: 844.314941 Iteration 28Q: 3 clusters Score -360139.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -360159.000000 Penalty: 844.314941 Iteration 29Q: 3 clusters Score -360159 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -360187.468750 Penalty: 844.314941 Iteration 30Q: 3 clusters Score -360187.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -360217.468750 Penalty: 844.314941 Iteration 31Q: 3 clusters Score -360217.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -360244.406250 Penalty: 844.314941 Iteration 32Q: 3 clusters Score -360244.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -360266.875000 Penalty: 844.314941 Iteration 33Q: 3 clusters Score -360266.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -360288.437500 Penalty: 844.314941 Iteration 34Q: 3 clusters Score -360288.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -360307.437500 Penalty: 844.314941 Iteration 35Q: 3 clusters Score -360307.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -360328.125000 Penalty: 844.314941 Iteration 36Q: 3 clusters Score -360328.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -360349.687500 Penalty: 844.314941 Iteration 37Q: 3 clusters Score -360349.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -360367.812500 Penalty: 844.314941 Iteration 38Q: 3 clusters Score -360367.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -360387.718750 Penalty: 844.314941 Iteration 39Q: 3 clusters Score -360387.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -360409.750000 Penalty: 844.314941 Iteration 40F: 3 clusters Score -360409.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -360441.781250 Penalty: 844.314941 Iteration 41Q: 3 clusters Score -360441.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -360473.781250 Penalty: 844.314941 Iteration 42Q: 3 clusters Score -360473.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -360518.812500 Penalty: 844.314941 Iteration 43Q: 3 clusters Score -360518.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -360566.406250 Penalty: 844.314941 Iteration 44Q: 3 clusters Score -360566.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -360617.968750 Penalty: 844.314941 Iteration 45Q: 3 clusters Score -360618 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -360678.062500 Penalty: 844.314941 Iteration 46Q: 3 clusters Score -360678.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -360734.906250 Penalty: 844.314941 Iteration 47Q: 3 clusters Score -360734.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -360786.312500 Penalty: 844.314941 Iteration 48Q: 3 clusters Score -360786.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -360835.531250 Penalty: 844.314941 Iteration 49Q: 3 clusters Score -360835.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -360886.093750 Penalty: 844.314941 Iteration 50Q: 3 clusters Score -360886.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -360924.875000 Penalty: 844.314941 Iteration 51Q: 3 clusters Score -360924.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -360955.781250 Penalty: 844.314941 Iteration 52Q: 3 clusters Score -360955.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -360980.750000 Penalty: 844.314941 Iteration 53Q: 3 clusters Score -360980.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -361001.531250 Penalty: 844.314941 Iteration 54Q: 3 clusters Score -361001.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -361019.218750 Penalty: 844.314941 Iteration 55Q: 3 clusters Score -361019.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -361037.593750 Penalty: 844.314941 Iteration 56Q: 3 clusters Score -361037.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -361054.500000 Penalty: 844.314941 Iteration 57Q: 3 clusters Score -361054.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -361067.781250 Penalty: 844.314941 Iteration 58Q: 3 clusters Score -361067.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -361081.437500 Penalty: 844.314941 Iteration 59Q: 3 clusters Score -361081.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -361094.687500 Penalty: 844.314941 Iteration 60F: 3 clusters Score -361094.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -361108.843750 Penalty: 844.314941 Iteration 61Q: 3 clusters Score -361108.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -361121.968750 Penalty: 844.314941 Iteration 62Q: 3 clusters Score -361122 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -361130.937500 Penalty: 844.314941 Iteration 63Q: 3 clusters Score -361130.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -361137.468750 Penalty: 844.314941 Iteration 64Q: 3 clusters Score -361137.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -361141.625000 Penalty: 844.314941 Iteration 65Q: 3 clusters Score -361141.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -361143.781250 Penalty: 844.314941 Iteration 66Q: 3 clusters Score -361143.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -361145.031250 Penalty: 844.314941 Iteration 67Q: 3 clusters Score -361145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -361145.187500 Penalty: 844.314941 Iteration 68Q: 3 clusters Score -361145.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -361145.375000 Penalty: 844.314941 Iteration 69Q: 3 clusters Score -361145.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -361145.937500 Penalty: 844.314941 Iteration 70Q: 3 clusters Score -361145.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -361145.156250 Penalty: 844.314941 Iteration 71Q: 3 clusters Score -361145.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -361146.093750 Penalty: 844.314941 Iteration 72Q: 3 clusters Score -361146.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -361146.250000 Penalty: 844.314941 Iteration 73Q: 3 clusters Score -361146.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -361146.687500 Penalty: 844.314941 Iteration 74Q: 3 clusters Score -361146.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -361147.593750 Penalty: 844.314941 Iteration 75Q: 3 clusters Score -361147.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -361147.531250 Penalty: 844.314941 Iteration 76Q: 3 clusters Score -361147.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -361147.750000 Penalty: 844.314941 Iteration 77Q: 3 clusters Score -361147.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -361148.156250 Penalty: 844.314941 Iteration 78Q: 3 clusters Score -361148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -361148.125000 Penalty: 844.314941 Iteration 79Q: 3 clusters Score -361148.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -361148.156250 Penalty: 844.314941 Iteration 80F: 3 clusters Score -361148.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -361148.250000 Penalty: 844.314941 Iteration 81Q: 3 clusters Score -361148.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 9699 members Entering Unmasked Estep Score: -361148.250000 Penalty: 844.314941 Iteration 82F: 3 clusters Score -361148.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (37682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37682 members Entering Unmasked Estep Score: -1232801.375000 Penalty: 479.430664 Iteration 0F: 2 clusters Score -1232801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18787 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1207512.500000 Penalty: 958.861328 Iteration 0F: 3 clusters Score -1207512 nChanged 18127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19086 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -1218333.500000 Penalty: 958.861328 Iteration 1F: 3 clusters Score -1218334 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 18485 members Entering Unmasked Estep Score: -1219192.500000 Penalty: 958.861328 Iteration 2F: 3 clusters Score -1219192 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19314 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -1220296.000000 Penalty: 958.861328 Iteration 3F: 3 clusters Score -1220296 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19359 members Mstep: Class 2 contains 18323 members Entering Unmasked Estep Score: -1221635.750000 Penalty: 958.861328 Iteration 4F: 3 clusters Score -1221636 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19254 members Mstep: Class 2 contains 18428 members Entering Unmasked Estep Score: -1223249.875000 Penalty: 958.861328 Iteration 5F: 3 clusters Score -1223250 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19064 members Mstep: Class 2 contains 18618 members Entering Unmasked Estep Score: -1224894.500000 Penalty: 958.861328 Iteration 6F: 3 clusters Score -1224894 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 18836 members Entering Unmasked Estep Score: -1226261.500000 Penalty: 958.861328 Iteration 7F: 3 clusters Score -1226262 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18747 members Mstep: Class 2 contains 18935 members Entering Unmasked Estep Score: -1227102.500000 Penalty: 958.861328 Iteration 8Q: 3 clusters Score -1227102 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18759 members Mstep: Class 2 contains 18923 members Entering Unmasked Estep Score: -1227456.375000 Penalty: 958.861328 Iteration 9Q: 3 clusters Score -1227456 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 18849 members Entering Unmasked Estep Score: -1227611.375000 Penalty: 958.861328 Iteration 10Q: 3 clusters Score -1227611 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18904 members Mstep: Class 2 contains 18778 members Entering Unmasked Estep Score: -1227706.500000 Penalty: 958.861328 Iteration 11Q: 3 clusters Score -1227706 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18966 members Mstep: Class 2 contains 18716 members Entering Unmasked Estep Score: -1227763.375000 Penalty: 958.861328 Iteration 12Q: 3 clusters Score -1227763 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -1227820.500000 Penalty: 958.861328 Iteration 13Q: 3 clusters Score -1227820 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19125 members Mstep: Class 2 contains 18557 members Entering Unmasked Estep Score: -1227862.000000 Penalty: 958.861328 Iteration 14Q: 3 clusters Score -1227862 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19234 members Mstep: Class 2 contains 18448 members Entering Unmasked Estep Score: -1227905.500000 Penalty: 958.861328 Iteration 15Q: 3 clusters Score -1227906 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 18305 members Entering Unmasked Estep Score: -1227935.875000 Penalty: 958.861328 Iteration 16Q: 3 clusters Score -1227936 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19509 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -1227972.375000 Penalty: 958.861328 Iteration 17Q: 3 clusters Score -1227972 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -1228006.125000 Penalty: 958.861328 Iteration 18Q: 3 clusters Score -1228006 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19839 members Mstep: Class 2 contains 17843 members Entering Unmasked Estep Score: -1228040.625000 Penalty: 958.861328 Iteration 19Q: 3 clusters Score -1228041 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -1228064.500000 Penalty: 958.861328 Iteration 20F: 3 clusters Score -1228064 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20246 members Mstep: Class 2 contains 17436 members Entering Unmasked Estep Score: -1228098.000000 Penalty: 958.861328 Iteration 21Q: 3 clusters Score -1228098 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -1228137.125000 Penalty: 958.861328 Iteration 22Q: 3 clusters Score -1228137 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20689 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -1228163.125000 Penalty: 958.861328 Iteration 23Q: 3 clusters Score -1228163 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20911 members Mstep: Class 2 contains 16771 members Entering Unmasked Estep Score: -1228190.250000 Penalty: 958.861328 Iteration 24Q: 3 clusters Score -1228190 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21159 members Mstep: Class 2 contains 16523 members Entering Unmasked Estep Score: -1228221.625000 Penalty: 958.861328 Iteration 25Q: 3 clusters Score -1228222 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21420 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -1228258.375000 Penalty: 958.861328 Iteration 26Q: 3 clusters Score -1228258 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21673 members Mstep: Class 2 contains 16009 members Entering Unmasked Estep Score: -1228292.750000 Penalty: 958.861328 Iteration 27Q: 3 clusters Score -1228293 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21931 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -1228333.250000 Penalty: 958.861328 Iteration 28Q: 3 clusters Score -1228333 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22195 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -1228370.375000 Penalty: 958.861328 Iteration 29Q: 3 clusters Score -1228370 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22442 members Mstep: Class 2 contains 15240 members Entering Unmasked Estep Score: -1228402.625000 Penalty: 958.861328 Iteration 30Q: 3 clusters Score -1228403 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 14984 members Entering Unmasked Estep Score: -1228439.500000 Penalty: 958.861328 Iteration 31Q: 3 clusters Score -1228440 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22983 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -1228477.000000 Penalty: 958.861328 Iteration 32Q: 3 clusters Score -1228477 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23270 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -1228518.375000 Penalty: 958.861328 Iteration 33Q: 3 clusters Score -1228518 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 14136 members Entering Unmasked Estep Score: -1228556.250000 Penalty: 958.861328 Iteration 34Q: 3 clusters Score -1228556 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23828 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -1228590.500000 Penalty: 958.861328 Iteration 35Q: 3 clusters Score -1228590 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -1228635.875000 Penalty: 958.861328 Iteration 36Q: 3 clusters Score -1228636 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24474 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -1228693.375000 Penalty: 958.861328 Iteration 37Q: 3 clusters Score -1228693 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24819 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1228749.625000 Penalty: 958.861328 Iteration 38Q: 3 clusters Score -1228750 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25191 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1228805.750000 Penalty: 958.861328 Iteration 39Q: 3 clusters Score -1228806 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25551 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1228864.625000 Penalty: 958.861328 Iteration 40F: 3 clusters Score -1228865 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25895 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -1228926.125000 Penalty: 958.861328 Iteration 41Q: 3 clusters Score -1228926 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26258 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -1228983.000000 Penalty: 958.861328 Iteration 42Q: 3 clusters Score -1228983 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26628 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1229048.875000 Penalty: 958.861328 Iteration 43Q: 3 clusters Score -1229049 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27037 members Mstep: Class 2 contains 10645 members Entering Unmasked Estep Score: -1229132.250000 Penalty: 958.861328 Iteration 44Q: 3 clusters Score -1229132 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27486 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -1229230.125000 Penalty: 958.861328 Iteration 45Q: 3 clusters Score -1229230 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27986 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -1229352.000000 Penalty: 958.861328 Iteration 46Q: 3 clusters Score -1229352 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28486 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -1229471.250000 Penalty: 958.861328 Iteration 47Q: 3 clusters Score -1229471 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28989 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1229605.625000 Penalty: 958.861328 Iteration 48Q: 3 clusters Score -1229606 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29514 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1229746.125000 Penalty: 958.861328 Iteration 49Q: 3 clusters Score -1229746 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -1229898.500000 Penalty: 958.861328 Iteration 50Q: 3 clusters Score -1229898 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30568 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1230051.500000 Penalty: 958.861328 Iteration 51Q: 3 clusters Score -1230052 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31091 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -1230199.000000 Penalty: 958.861328 Iteration 52Q: 3 clusters Score -1230199 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31607 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -1230356.750000 Penalty: 958.861328 Iteration 53Q: 3 clusters Score -1230357 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32089 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1230516.125000 Penalty: 958.861328 Iteration 54Q: 3 clusters Score -1230516 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32586 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1230691.000000 Penalty: 958.861328 Iteration 55Q: 3 clusters Score -1230691 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33046 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1230845.500000 Penalty: 958.861328 Iteration 56Q: 3 clusters Score -1230846 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33514 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1231029.000000 Penalty: 958.861328 Iteration 57Q: 3 clusters Score -1231029 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33921 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1231197.625000 Penalty: 958.861328 Iteration 58Q: 3 clusters Score -1231198 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34350 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -1231381.750000 Penalty: 958.861328 Iteration 59Q: 3 clusters Score -1231382 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34733 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1231561.375000 Penalty: 958.861328 Iteration 60F: 3 clusters Score -1231561 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35093 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1231770.500000 Penalty: 958.861328 Iteration 61Q: 3 clusters Score -1231770 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35407 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1231969.000000 Penalty: 958.861328 Iteration 62Q: 3 clusters Score -1231969 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35683 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1232136.250000 Penalty: 958.861328 Iteration 63Q: 3 clusters Score -1232136 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35916 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1232257.750000 Penalty: 958.861328 Iteration 64Q: 3 clusters Score -1232258 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36090 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1232328.000000 Penalty: 958.861328 Iteration 65Q: 3 clusters Score -1232328 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36215 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1232362.875000 Penalty: 958.861328 Iteration 66Q: 3 clusters Score -1232363 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36320 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1232395.750000 Penalty: 958.861328 Iteration 67Q: 3 clusters Score -1232396 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36401 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1232427.125000 Penalty: 958.861328 Iteration 68Q: 3 clusters Score -1232427 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36480 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1232450.750000 Penalty: 958.861328 Iteration 69Q: 3 clusters Score -1232451 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36562 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1232478.000000 Penalty: 958.861328 Iteration 70Q: 3 clusters Score -1232478 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36642 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1232498.500000 Penalty: 958.861328 Iteration 71Q: 3 clusters Score -1232498 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36708 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1232524.250000 Penalty: 958.861328 Iteration 72Q: 3 clusters Score -1232524 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36764 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1232540.625000 Penalty: 958.861328 Iteration 73Q: 3 clusters Score -1232541 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36811 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1232548.750000 Penalty: 958.861328 Iteration 74Q: 3 clusters Score -1232549 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36854 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1232563.500000 Penalty: 958.861328 Iteration 75Q: 3 clusters Score -1232564 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36884 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1232569.250000 Penalty: 958.861328 Iteration 76Q: 3 clusters Score -1232569 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36914 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1232576.500000 Penalty: 958.861328 Iteration 77Q: 3 clusters Score -1232576 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36938 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1232586.000000 Penalty: 958.861328 Iteration 78Q: 3 clusters Score -1232586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36961 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1232592.500000 Penalty: 958.861328 Iteration 79Q: 3 clusters Score -1232592 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36979 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1232598.750000 Penalty: 958.861328 Iteration 80F: 3 clusters Score -1232599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36994 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1232599.250000 Penalty: 958.861328 Iteration 81Q: 3 clusters Score -1232599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37011 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1232602.625000 Penalty: 958.861328 Iteration 82Q: 3 clusters Score -1232603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37023 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1232602.375000 Penalty: 958.861328 Iteration 83Q: 3 clusters Score -1232602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37028 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1232602.125000 Penalty: 958.861328 Iteration 84Q: 3 clusters Score -1232602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37036 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1232601.500000 Penalty: 958.861328 Iteration 85Q: 3 clusters Score -1232602 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37045 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1232604.250000 Penalty: 958.861328 Iteration 86Q: 3 clusters Score -1232604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37051 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1232605.125000 Penalty: 958.861328 Iteration 87Q: 3 clusters Score -1232605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37057 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1232608.250000 Penalty: 958.861328 Iteration 88Q: 3 clusters Score -1232608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37066 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1232612.000000 Penalty: 958.861328 Iteration 89Q: 3 clusters Score -1232612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37076 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1232613.375000 Penalty: 958.861328 Iteration 90Q: 3 clusters Score -1232613 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37088 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1232615.125000 Penalty: 958.861328 Iteration 91Q: 3 clusters Score -1232615 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37091 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1232616.250000 Penalty: 958.861328 Iteration 92Q: 3 clusters Score -1232616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37090 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1232614.875000 Penalty: 958.861328 Iteration 93Q: 3 clusters Score -1232615 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37091 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1232617.000000 Penalty: 958.861328 Iteration 94Q: 3 clusters Score -1232617 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37095 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -1232618.875000 Penalty: 958.861328 Iteration 95Q: 3 clusters Score -1232619 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37100 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1232618.250000 Penalty: 958.861328 Iteration 96Q: 3 clusters Score -1232618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37106 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1232621.125000 Penalty: 958.861328 Iteration 97Q: 3 clusters Score -1232621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37110 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1232621.375000 Penalty: 958.861328 Iteration 98Q: 3 clusters Score -1232621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37116 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1232622.250000 Penalty: 958.861328 Iteration 99Q: 3 clusters Score -1232622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37122 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1232624.125000 Penalty: 958.861328 Iteration 100F: 3 clusters Score -1232624 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37129 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1232627.625000 Penalty: 958.861328 Iteration 101Q: 3 clusters Score -1232628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37136 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1232628.000000 Penalty: 958.861328 Iteration 102Q: 3 clusters Score -1232628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37140 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1232627.500000 Penalty: 958.861328 Iteration 103Q: 3 clusters Score -1232628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37142 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1232629.375000 Penalty: 958.861328 Iteration 104Q: 3 clusters Score -1232629 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37145 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1232629.625000 Penalty: 958.861328 Iteration 105Q: 3 clusters Score -1232630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37148 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1232631.000000 Penalty: 958.861328 Iteration 106Q: 3 clusters Score -1232631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37150 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1232632.500000 Penalty: 958.861328 Iteration 107Q: 3 clusters Score -1232632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37150 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1232632.625000 Penalty: 958.861328 Iteration 108Q: 3 clusters Score -1232633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37153 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1232633.375000 Penalty: 958.861328 Iteration 109Q: 3 clusters Score -1232633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37155 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1232633.625000 Penalty: 958.861328 Iteration 110Q: 3 clusters Score -1232634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37154 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1232634.125000 Penalty: 958.861328 Iteration 111Q: 3 clusters Score -1232634 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37154 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1232634.125000 Penalty: 958.861328 Iteration 112F: 3 clusters Score -1232634 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -9397.671875 Penalty: 261.597382 Iteration 0F: 2 clusters Score -9397.672 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9041.867188 Penalty: 523.194763 Iteration 0F: 3 clusters Score -9041.867 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9142.302734 Penalty: 523.194763 Iteration 1F: 3 clusters Score -9142.303 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9163.347656 Penalty: 523.194763 Iteration 2F: 3 clusters Score -9163.348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9177.924805 Penalty: 523.194763 Iteration 3Q: 3 clusters Score -9177.925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -9187.683594 Penalty: 523.194763 Iteration 4Q: 3 clusters Score -9187.684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9190.542969 Penalty: 523.194763 Iteration 5Q: 3 clusters Score -9190.543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -9194.191406 Penalty: 523.194763 Iteration 6Q: 3 clusters Score -9194.191 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9197.847656 Penalty: 523.194763 Iteration 7Q: 3 clusters Score -9197.848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9198.407227 Penalty: 523.194763 Iteration 8Q: 3 clusters Score -9198.407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9198.407227 Penalty: 523.194763 Iteration 9F: 3 clusters Score -9198.407 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (20684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20684 members Entering Unmasked Estep Score: -672832.687500 Penalty: 452.138763 Iteration 0F: 2 clusters Score -672832.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -659039.562500 Penalty: 904.277527 Iteration 0F: 3 clusters Score -659039.6 nChanged 9869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -666679.437500 Penalty: 904.277527 Iteration 1F: 3 clusters Score -666679.4 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -668740.437500 Penalty: 904.277527 Iteration 2F: 3 clusters Score -668740.4 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -670296.312500 Penalty: 904.277527 Iteration 3F: 3 clusters Score -670296.3 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -671072.750000 Penalty: 904.277527 Iteration 4F: 3 clusters Score -671072.8 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -671391.125000 Penalty: 904.277527 Iteration 5Q: 3 clusters Score -671391.1 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -671521.875000 Penalty: 904.277527 Iteration 6Q: 3 clusters Score -671521.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -671584.437500 Penalty: 904.277527 Iteration 7Q: 3 clusters Score -671584.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -671626.062500 Penalty: 904.277527 Iteration 8Q: 3 clusters Score -671626.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -671673.187500 Penalty: 904.277527 Iteration 9Q: 3 clusters Score -671673.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -671711.625000 Penalty: 904.277527 Iteration 10Q: 3 clusters Score -671711.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -671746.312500 Penalty: 904.277527 Iteration 11Q: 3 clusters Score -671746.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -671781.250000 Penalty: 904.277527 Iteration 12Q: 3 clusters Score -671781.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -671808.875000 Penalty: 904.277527 Iteration 13Q: 3 clusters Score -671808.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -671832.062500 Penalty: 904.277527 Iteration 14Q: 3 clusters Score -671832.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -671854.437500 Penalty: 904.277527 Iteration 15Q: 3 clusters Score -671854.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -671866.937500 Penalty: 904.277527 Iteration 16Q: 3 clusters Score -671866.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 10892 members Entering Unmasked Estep Score: -671883.000000 Penalty: 904.277527 Iteration 17Q: 3 clusters Score -671883 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -671900.375000 Penalty: 904.277527 Iteration 18Q: 3 clusters Score -671900.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -671918.687500 Penalty: 904.277527 Iteration 19Q: 3 clusters Score -671918.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -671938.437500 Penalty: 904.277527 Iteration 20F: 3 clusters Score -671938.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -671958.562500 Penalty: 904.277527 Iteration 21Q: 3 clusters Score -671958.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -671985.812500 Penalty: 904.277527 Iteration 22Q: 3 clusters Score -671985.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -672014.812500 Penalty: 904.277527 Iteration 23Q: 3 clusters Score -672014.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -672038.875000 Penalty: 904.277527 Iteration 24Q: 3 clusters Score -672038.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 12116 members Entering Unmasked Estep Score: -672061.437500 Penalty: 904.277527 Iteration 25Q: 3 clusters Score -672061.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -672091.437500 Penalty: 904.277527 Iteration 26Q: 3 clusters Score -672091.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -672118.000000 Penalty: 904.277527 Iteration 27Q: 3 clusters Score -672118 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -672141.875000 Penalty: 904.277527 Iteration 28Q: 3 clusters Score -672141.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -672162.312500 Penalty: 904.277527 Iteration 29Q: 3 clusters Score -672162.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 12990 members Entering Unmasked Estep Score: -672187.937500 Penalty: 904.277527 Iteration 30Q: 3 clusters Score -672187.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 13176 members Entering Unmasked Estep Score: -672216.812500 Penalty: 904.277527 Iteration 31Q: 3 clusters Score -672216.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -672256.000000 Penalty: 904.277527 Iteration 32Q: 3 clusters Score -672256 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -672292.062500 Penalty: 904.277527 Iteration 33Q: 3 clusters Score -672292.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 13832 members Entering Unmasked Estep Score: -672343.187500 Penalty: 904.277527 Iteration 34Q: 3 clusters Score -672343.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 14102 members Entering Unmasked Estep Score: -672413.437500 Penalty: 904.277527 Iteration 35Q: 3 clusters Score -672413.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -672502.062500 Penalty: 904.277527 Iteration 36Q: 3 clusters Score -672502.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 14746 members Entering Unmasked Estep Score: -672613.125000 Penalty: 904.277527 Iteration 37Q: 3 clusters Score -672613.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 15126 members Entering Unmasked Estep Score: -672751.562500 Penalty: 904.277527 Iteration 38Q: 3 clusters Score -672751.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 15548 members Entering Unmasked Estep Score: -672934.750000 Penalty: 904.277527 Iteration 39Q: 3 clusters Score -672934.8 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 15975 members Entering Unmasked Estep Score: -673149.750000 Penalty: 904.277527 Iteration 40F: 3 clusters Score -673149.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -673457.312500 Penalty: 904.277527 Iteration 41Q: 3 clusters Score -673457.3 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -673962.437500 Penalty: 904.277527 Iteration 42Q: 3 clusters Score -673962.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -674627.687500 Penalty: 904.277527 Iteration 43Q: 3 clusters Score -674627.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -675042.875000 Penalty: 904.277527 Iteration 44Q: 3 clusters Score -675042.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 17740 members Entering Unmasked Estep Score: -675165.687500 Penalty: 904.277527 Iteration 45Q: 3 clusters Score -675165.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 17828 members Entering Unmasked Estep Score: -675192.062500 Penalty: 904.277527 Iteration 46Q: 3 clusters Score -675192.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -675198.750000 Penalty: 904.277527 Iteration 47Q: 3 clusters Score -675198.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -675203.125000 Penalty: 904.277527 Iteration 48Q: 3 clusters Score -675203.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 17937 members Entering Unmasked Estep Score: -675206.187500 Penalty: 904.277527 Iteration 49Q: 3 clusters Score -675206.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -675208.312500 Penalty: 904.277527 Iteration 50Q: 3 clusters Score -675208.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 17969 members Entering Unmasked Estep Score: -675207.375000 Penalty: 904.277527 Iteration 51Q: 3 clusters Score -675207.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 17980 members Entering Unmasked Estep Score: -675208.937500 Penalty: 904.277527 Iteration 52Q: 3 clusters Score -675208.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 17990 members Entering Unmasked Estep Score: -675209.250000 Penalty: 904.277527 Iteration 53Q: 3 clusters Score -675209.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 18000 members Entering Unmasked Estep Score: -675209.062500 Penalty: 904.277527 Iteration 54Q: 3 clusters Score -675209.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 18009 members Entering Unmasked Estep Score: -675211.875000 Penalty: 904.277527 Iteration 55Q: 3 clusters Score -675211.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 18014 members Entering Unmasked Estep Score: -675211.687500 Penalty: 904.277527 Iteration 56Q: 3 clusters Score -675211.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 18023 members Entering Unmasked Estep Score: -675214.562500 Penalty: 904.277527 Iteration 57Q: 3 clusters Score -675214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -675215.625000 Penalty: 904.277527 Iteration 58Q: 3 clusters Score -675215.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -675216.250000 Penalty: 904.277527 Iteration 59Q: 3 clusters Score -675216.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 18046 members Entering Unmasked Estep Score: -675215.187500 Penalty: 904.277527 Iteration 60F: 3 clusters Score -675215.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -675215.125000 Penalty: 904.277527 Iteration 61Q: 3 clusters Score -675215.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -675213.812500 Penalty: 904.277527 Iteration 62Q: 3 clusters Score -675213.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 18059 members Entering Unmasked Estep Score: -675214.625000 Penalty: 904.277527 Iteration 63Q: 3 clusters Score -675214.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 18062 members Entering Unmasked Estep Score: -675215.125000 Penalty: 904.277527 Iteration 64Q: 3 clusters Score -675215.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 18065 members Entering Unmasked Estep Score: -675215.625000 Penalty: 904.277527 Iteration 65Q: 3 clusters Score -675215.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 18068 members Entering Unmasked Estep Score: -675215.500000 Penalty: 904.277527 Iteration 66Q: 3 clusters Score -675215.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 18070 members Entering Unmasked Estep Score: -675216.000000 Penalty: 904.277527 Iteration 67Q: 3 clusters Score -675216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 18071 members Entering Unmasked Estep Score: -675215.062500 Penalty: 904.277527 Iteration 68Q: 3 clusters Score -675215.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 18072 members Entering Unmasked Estep Score: -675214.875000 Penalty: 904.277527 Iteration 69Q: 3 clusters Score -675214.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 18073 members Entering Unmasked Estep Score: -675215.750000 Penalty: 904.277527 Iteration 70Q: 3 clusters Score -675215.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 18075 members Entering Unmasked Estep Score: -675215.562500 Penalty: 904.277527 Iteration 71Q: 3 clusters Score -675215.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -675216.125000 Penalty: 904.277527 Iteration 72Q: 3 clusters Score -675216.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 18077 members Entering Unmasked Estep Score: -675217.187500 Penalty: 904.277527 Iteration 73Q: 3 clusters Score -675217.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 18079 members Entering Unmasked Estep Score: -675216.437500 Penalty: 904.277527 Iteration 74Q: 3 clusters Score -675216.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 18081 members Entering Unmasked Estep Score: -675216.812500 Penalty: 904.277527 Iteration 75Q: 3 clusters Score -675216.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 18082 members Entering Unmasked Estep Score: -675217.625000 Penalty: 904.277527 Iteration 76Q: 3 clusters Score -675217.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 18082 members Entering Unmasked Estep Score: -675217.625000 Penalty: 904.277527 Iteration 77F: 3 clusters Score -675217.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1555 members Mstep: Class 3 contains 652 members Mstep: Class 4 contains 18082 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 608 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 4731 members Mstep: Class 10 contains 479 members Mstep: Class 11 contains 10702 members Mstep: Class 12 contains 37682 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 2602 members Mstep: Class 16 contains 6735 members Mstep: Class 17 contains 3829 members Mstep: Class 18 contains 477 members Mstep: Class 19 contains 464 members Entering Unmasked Estep Score: -3028642.750000 Penalty: 8895.142578 Splitting cluster 15 changes total score from -3026297.000000 to -3028642.750000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 16 (6735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Entering Unmasked Estep Score: -214298.218750 Penalty: 401.085815 Iteration 0F: 2 clusters Score -214298.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -209817.718750 Penalty: 802.171631 Iteration 0F: 3 clusters Score -209817.7 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -211542.578125 Penalty: 802.171631 Iteration 1F: 3 clusters Score -211542.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -211702.734375 Penalty: 802.171631 Iteration 2F: 3 clusters Score -211702.7 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -211849.187500 Penalty: 802.171631 Iteration 3F: 3 clusters Score -211849.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -212024.453125 Penalty: 802.171631 Iteration 4F: 3 clusters Score -212024.5 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -212232.171875 Penalty: 802.171631 Iteration 5F: 3 clusters Score -212232.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -212556.078125 Penalty: 802.171631 Iteration 6F: 3 clusters Score -212556.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -212855.937500 Penalty: 802.171631 Iteration 7F: 3 clusters Score -212855.9 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -213078.640625 Penalty: 802.171631 Iteration 8F: 3 clusters Score -213078.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -213248.031250 Penalty: 802.171631 Iteration 9Q: 3 clusters Score -213248 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -213347.250000 Penalty: 802.171631 Iteration 10Q: 3 clusters Score -213347.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -213391.093750 Penalty: 802.171631 Iteration 11Q: 3 clusters Score -213391.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -213414.031250 Penalty: 802.171631 Iteration 12Q: 3 clusters Score -213414 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -213427.671875 Penalty: 802.171631 Iteration 13Q: 3 clusters Score -213427.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -213439.171875 Penalty: 802.171631 Iteration 14Q: 3 clusters Score -213439.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -213453.453125 Penalty: 802.171631 Iteration 15Q: 3 clusters Score -213453.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -213464.968750 Penalty: 802.171631 Iteration 16Q: 3 clusters Score -213465 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -213475.359375 Penalty: 802.171631 Iteration 17Q: 3 clusters Score -213475.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -213484.890625 Penalty: 802.171631 Iteration 18Q: 3 clusters Score -213484.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -213492.968750 Penalty: 802.171631 Iteration 19Q: 3 clusters Score -213493 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -213505.375000 Penalty: 802.171631 Iteration 20F: 3 clusters Score -213505.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -213524.937500 Penalty: 802.171631 Iteration 21Q: 3 clusters Score -213524.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -213543.203125 Penalty: 802.171631 Iteration 22Q: 3 clusters Score -213543.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -213560.500000 Penalty: 802.171631 Iteration 23Q: 3 clusters Score -213560.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -213571.531250 Penalty: 802.171631 Iteration 24Q: 3 clusters Score -213571.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -213583.578125 Penalty: 802.171631 Iteration 25Q: 3 clusters Score -213583.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -213598.468750 Penalty: 802.171631 Iteration 26Q: 3 clusters Score -213598.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -213616.078125 Penalty: 802.171631 Iteration 27Q: 3 clusters Score -213616.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -213637.890625 Penalty: 802.171631 Iteration 28Q: 3 clusters Score -213637.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -213660.812500 Penalty: 802.171631 Iteration 29Q: 3 clusters Score -213660.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -213692.062500 Penalty: 802.171631 Iteration 30Q: 3 clusters Score -213692.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -213720.875000 Penalty: 802.171631 Iteration 31Q: 3 clusters Score -213720.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -213751.640625 Penalty: 802.171631 Iteration 32Q: 3 clusters Score -213751.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -213787.062500 Penalty: 802.171631 Iteration 33Q: 3 clusters Score -213787.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -213812.843750 Penalty: 802.171631 Iteration 34Q: 3 clusters Score -213812.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -213837.781250 Penalty: 802.171631 Iteration 35Q: 3 clusters Score -213837.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -213854.687500 Penalty: 802.171631 Iteration 36Q: 3 clusters Score -213854.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -213865.781250 Penalty: 802.171631 Iteration 37Q: 3 clusters Score -213865.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -213873.625000 Penalty: 802.171631 Iteration 38Q: 3 clusters Score -213873.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -213879.406250 Penalty: 802.171631 Iteration 39Q: 3 clusters Score -213879.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -213885.078125 Penalty: 802.171631 Iteration 40F: 3 clusters Score -213885.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -213890.765625 Penalty: 802.171631 Iteration 41Q: 3 clusters Score -213890.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -213895.718750 Penalty: 802.171631 Iteration 42Q: 3 clusters Score -213895.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -213900.671875 Penalty: 802.171631 Iteration 43Q: 3 clusters Score -213900.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -213904.984375 Penalty: 802.171631 Iteration 44Q: 3 clusters Score -213905 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -213907.812500 Penalty: 802.171631 Iteration 45Q: 3 clusters Score -213907.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -213910.937500 Penalty: 802.171631 Iteration 46Q: 3 clusters Score -213910.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -213913.750000 Penalty: 802.171631 Iteration 47Q: 3 clusters Score -213913.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -213917.578125 Penalty: 802.171631 Iteration 48Q: 3 clusters Score -213917.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -213919.765625 Penalty: 802.171631 Iteration 49Q: 3 clusters Score -213919.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -213920.609375 Penalty: 802.171631 Iteration 50Q: 3 clusters Score -213920.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -213921.687500 Penalty: 802.171631 Iteration 51Q: 3 clusters Score -213921.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -213922.406250 Penalty: 802.171631 Iteration 52Q: 3 clusters Score -213922.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -213922.890625 Penalty: 802.171631 Iteration 53Q: 3 clusters Score -213922.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -213924.984375 Penalty: 802.171631 Iteration 54Q: 3 clusters Score -213925 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -213926.406250 Penalty: 802.171631 Iteration 55Q: 3 clusters Score -213926.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -213929.218750 Penalty: 802.171631 Iteration 56Q: 3 clusters Score -213929.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -213930.562500 Penalty: 802.171631 Iteration 57Q: 3 clusters Score -213930.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -213931.468750 Penalty: 802.171631 Iteration 58Q: 3 clusters Score -213931.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -213932.328125 Penalty: 802.171631 Iteration 59Q: 3 clusters Score -213932.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -213932.921875 Penalty: 802.171631 Iteration 60F: 3 clusters Score -213932.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -213933.812500 Penalty: 802.171631 Iteration 61Q: 3 clusters Score -213933.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -213933.765625 Penalty: 802.171631 Iteration 62Q: 3 clusters Score -213933.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -213934.593750 Penalty: 802.171631 Iteration 63Q: 3 clusters Score -213934.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -213934.968750 Penalty: 802.171631 Iteration 64Q: 3 clusters Score -213935 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -213935.531250 Penalty: 802.171631 Iteration 65Q: 3 clusters Score -213935.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -213936.968750 Penalty: 802.171631 Iteration 66Q: 3 clusters Score -213937 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -213938.843750 Penalty: 802.171631 Iteration 67Q: 3 clusters Score -213938.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -213940.671875 Penalty: 802.171631 Iteration 68Q: 3 clusters Score -213940.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -213943.468750 Penalty: 802.171631 Iteration 69Q: 3 clusters Score -213943.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -213947.015625 Penalty: 802.171631 Iteration 70Q: 3 clusters Score -213947 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -213950.921875 Penalty: 802.171631 Iteration 71Q: 3 clusters Score -213950.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -213956.375000 Penalty: 802.171631 Iteration 72Q: 3 clusters Score -213956.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -213958.671875 Penalty: 802.171631 Iteration 73Q: 3 clusters Score -213958.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -213959.828125 Penalty: 802.171631 Iteration 74Q: 3 clusters Score -213959.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -213960.921875 Penalty: 802.171631 Iteration 75Q: 3 clusters Score -213960.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -213961.593750 Penalty: 802.171631 Iteration 76Q: 3 clusters Score -213961.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -213963.281250 Penalty: 802.171631 Iteration 77Q: 3 clusters Score -213963.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -213964.968750 Penalty: 802.171631 Iteration 78Q: 3 clusters Score -213965 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -213965.890625 Penalty: 802.171631 Iteration 79Q: 3 clusters Score -213965.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -213965.890625 Penalty: 802.171631 Iteration 80F: 3 clusters Score -213965.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -213965.687500 Penalty: 802.171631 Iteration 81Q: 3 clusters Score -213965.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -213966.187500 Penalty: 802.171631 Iteration 82Q: 3 clusters Score -213966.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -213966.250000 Penalty: 802.171631 Iteration 83Q: 3 clusters Score -213966.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -213966.312500 Penalty: 802.171631 Iteration 84Q: 3 clusters Score -213966.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -213966.890625 Penalty: 802.171631 Iteration 85Q: 3 clusters Score -213966.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -213967.937500 Penalty: 802.171631 Iteration 86Q: 3 clusters Score -213967.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -213968.937500 Penalty: 802.171631 Iteration 87Q: 3 clusters Score -213968.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -213970.296875 Penalty: 802.171631 Iteration 88Q: 3 clusters Score -213970.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -213970.859375 Penalty: 802.171631 Iteration 89Q: 3 clusters Score -213970.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -213971.875000 Penalty: 802.171631 Iteration 90Q: 3 clusters Score -213971.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -213972.609375 Penalty: 802.171631 Iteration 91Q: 3 clusters Score -213972.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -213974.062500 Penalty: 802.171631 Iteration 92Q: 3 clusters Score -213974.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -213975.125000 Penalty: 802.171631 Iteration 93Q: 3 clusters Score -213975.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -213975.859375 Penalty: 802.171631 Iteration 94Q: 3 clusters Score -213975.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -213976.156250 Penalty: 802.171631 Iteration 95Q: 3 clusters Score -213976.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -213976.609375 Penalty: 802.171631 Iteration 96Q: 3 clusters Score -213976.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -213976.750000 Penalty: 802.171631 Iteration 97Q: 3 clusters Score -213976.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -213976.859375 Penalty: 802.171631 Iteration 98Q: 3 clusters Score -213976.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -213976.984375 Penalty: 802.171631 Iteration 99Q: 3 clusters Score -213977 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -213977.203125 Penalty: 802.171631 Iteration 100F: 3 clusters Score -213977.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -213978.078125 Penalty: 802.171631 Iteration 101Q: 3 clusters Score -213978.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -213978.390625 Penalty: 802.171631 Iteration 102Q: 3 clusters Score -213978.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -213978.656250 Penalty: 802.171631 Iteration 103Q: 3 clusters Score -213978.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -213978.875000 Penalty: 802.171631 Iteration 104Q: 3 clusters Score -213978.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -213979.390625 Penalty: 802.171631 Iteration 105Q: 3 clusters Score -213979.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -213980.390625 Penalty: 802.171631 Iteration 106Q: 3 clusters Score -213980.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -213981.875000 Penalty: 802.171631 Iteration 107Q: 3 clusters Score -213981.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -213983.437500 Penalty: 802.171631 Iteration 108Q: 3 clusters Score -213983.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -213985.031250 Penalty: 802.171631 Iteration 109Q: 3 clusters Score -213985 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -213984.968750 Penalty: 802.171631 Iteration 110Q: 3 clusters Score -213985 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -213986.031250 Penalty: 802.171631 Iteration 111Q: 3 clusters Score -213986 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -213987.234375 Penalty: 802.171631 Iteration 112Q: 3 clusters Score -213987.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -213987.875000 Penalty: 802.171631 Iteration 113Q: 3 clusters Score -213987.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -213989.312500 Penalty: 802.171631 Iteration 114Q: 3 clusters Score -213989.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -213989.859375 Penalty: 802.171631 Iteration 115Q: 3 clusters Score -213989.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -213990.625000 Penalty: 802.171631 Iteration 116Q: 3 clusters Score -213990.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -213990.734375 Penalty: 802.171631 Iteration 117Q: 3 clusters Score -213990.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -213990.875000 Penalty: 802.171631 Iteration 118Q: 3 clusters Score -213990.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -213991.593750 Penalty: 802.171631 Iteration 119Q: 3 clusters Score -213991.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -213991.671875 Penalty: 802.171631 Iteration 120F: 3 clusters Score -213991.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -213991.843750 Penalty: 802.171631 Iteration 121Q: 3 clusters Score -213991.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -213991.937500 Penalty: 802.171631 Iteration 122Q: 3 clusters Score -213991.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -213992.500000 Penalty: 802.171631 Iteration 123Q: 3 clusters Score -213992.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -213991.984375 Penalty: 802.171631 Iteration 124Q: 3 clusters Score -213992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -213992.062500 Penalty: 802.171631 Iteration 125Q: 3 clusters Score -213992.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -213992.531250 Penalty: 802.171631 Iteration 126Q: 3 clusters Score -213992.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -213992.656250 Penalty: 802.171631 Iteration 127Q: 3 clusters Score -213992.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -213993.312500 Penalty: 802.171631 Iteration 128Q: 3 clusters Score -213993.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -213992.656250 Penalty: 802.171631 Iteration 129Q: 3 clusters Score -213992.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -213993.093750 Penalty: 802.171631 Iteration 130Q: 3 clusters Score -213993.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -213993.093750 Penalty: 802.171631 Iteration 131F: 3 clusters Score -213993.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Entering Unmasked Estep Score: -103393.789062 Penalty: 375.391327 Iteration 0F: 2 clusters Score -103393.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -100788.828125 Penalty: 750.782654 Iteration 0F: 3 clusters Score -100788.8 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -101757.742188 Penalty: 750.782654 Iteration 1F: 3 clusters Score -101757.7 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -101890.515625 Penalty: 750.782654 Iteration 2F: 3 clusters Score -101890.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -101992.750000 Penalty: 750.782654 Iteration 3F: 3 clusters Score -101992.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -102074.523438 Penalty: 750.782654 Iteration 4Q: 3 clusters Score -102074.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -102149.484375 Penalty: 750.782654 Iteration 5Q: 3 clusters Score -102149.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -102227.781250 Penalty: 750.782654 Iteration 6Q: 3 clusters Score -102227.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -102306.898438 Penalty: 750.782654 Iteration 7Q: 3 clusters Score -102306.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -102386.687500 Penalty: 750.782654 Iteration 8Q: 3 clusters Score -102386.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -102460.867188 Penalty: 750.782654 Iteration 9Q: 3 clusters Score -102460.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -102541.625000 Penalty: 750.782654 Iteration 10Q: 3 clusters Score -102541.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -102645.257812 Penalty: 750.782654 Iteration 11Q: 3 clusters Score -102645.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -102816.031250 Penalty: 750.782654 Iteration 12Q: 3 clusters Score -102816 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -103064.000000 Penalty: 750.782654 Iteration 13Q: 3 clusters Score -103064 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -103648.335938 Penalty: 750.782654 Iteration 14Q: 3 clusters Score -103648.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -104117.750000 Penalty: 750.782654 Iteration 15Q: 3 clusters Score -104117.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -104268.695312 Penalty: 750.782654 Iteration 16Q: 3 clusters Score -104268.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -104342.679688 Penalty: 750.782654 Iteration 17Q: 3 clusters Score -104342.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -104380.648438 Penalty: 750.782654 Iteration 18Q: 3 clusters Score -104380.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -104403.046875 Penalty: 750.782654 Iteration 19Q: 3 clusters Score -104403 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -104423.484375 Penalty: 750.782654 Iteration 20F: 3 clusters Score -104423.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -104429.250000 Penalty: 750.782654 Iteration 21Q: 3 clusters Score -104429.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -104429.562500 Penalty: 750.782654 Iteration 22Q: 3 clusters Score -104429.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -104429.562500 Penalty: 750.782654 Iteration 23F: 3 clusters Score -104429.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1555 members Mstep: Class 3 contains 652 members Mstep: Class 4 contains 18082 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 608 members Mstep: Class 7 contains 1464 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 4731 members Mstep: Class 10 contains 479 members Mstep: Class 11 contains 10702 members Mstep: Class 12 contains 37682 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 2602 members Mstep: Class 16 contains 6735 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 477 members Mstep: Class 19 contains 464 members Entering Unmasked Estep Score: -3029532.750000 Penalty: 9418.385742 Splitting cluster 17 changes total score from -3026297.000000 to -3029532.750000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 18 (477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Entering Unmasked Estep Score: -15909.659180 Penalty: 280.622009 Iteration 0F: 2 clusters Score -15909.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15438.827148 Penalty: 561.244019 Iteration 0F: 3 clusters Score -15438.83 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15554.382812 Penalty: 561.244019 Iteration 1F: 3 clusters Score -15554.38 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15587.545898 Penalty: 561.244019 Iteration 2F: 3 clusters Score -15587.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15603.772461 Penalty: 561.244019 Iteration 3Q: 3 clusters Score -15603.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15611.414062 Penalty: 561.244019 Iteration 4Q: 3 clusters Score -15611.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15619.998047 Penalty: 561.244019 Iteration 5Q: 3 clusters Score -15620 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15623.812500 Penalty: 561.244019 Iteration 6Q: 3 clusters Score -15623.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15627.620117 Penalty: 561.244019 Iteration 7Q: 3 clusters Score -15627.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15630.529297 Penalty: 561.244019 Iteration 8Q: 3 clusters Score -15630.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15636.061523 Penalty: 561.244019 Iteration 9Q: 3 clusters Score -15636.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15639.791992 Penalty: 561.244019 Iteration 10Q: 3 clusters Score -15639.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15643.482422 Penalty: 561.244019 Iteration 11Q: 3 clusters Score -15643.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15648.774414 Penalty: 561.244019 Iteration 12Q: 3 clusters Score -15648.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15654.235352 Penalty: 561.244019 Iteration 13Q: 3 clusters Score -15654.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15659.199219 Penalty: 561.244019 Iteration 14Q: 3 clusters Score -15659.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15661.622070 Penalty: 561.244019 Iteration 15Q: 3 clusters Score -15661.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15663.108398 Penalty: 561.244019 Iteration 16Q: 3 clusters Score -15663.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15665.392578 Penalty: 561.244019 Iteration 17Q: 3 clusters Score -15665.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15666.602539 Penalty: 561.244019 Iteration 18Q: 3 clusters Score -15666.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15672.942383 Penalty: 561.244019 Iteration 19Q: 3 clusters Score -15672.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -15678.014648 Penalty: 561.244019 Iteration 20F: 3 clusters Score -15678.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -15683.112305 Penalty: 561.244019 Iteration 21Q: 3 clusters Score -15683.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15687.309570 Penalty: 561.244019 Iteration 22Q: 3 clusters Score -15687.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15690.489258 Penalty: 561.244019 Iteration 23Q: 3 clusters Score -15690.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -15691.179688 Penalty: 561.244019 Iteration 24Q: 3 clusters Score -15691.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15692.031250 Penalty: 561.244019 Iteration 25Q: 3 clusters Score -15692.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15693.866211 Penalty: 561.244019 Iteration 26Q: 3 clusters Score -15693.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15694.690430 Penalty: 561.244019 Iteration 27Q: 3 clusters Score -15694.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15694.690430 Penalty: 561.244019 Iteration 28F: 3 clusters Score -15694.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -11724.017578 Penalty: 279.364746 Iteration 0F: 2 clusters Score -11724.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -11269.559570 Penalty: 558.729492 Iteration 0F: 3 clusters Score -11269.56 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -11361.189453 Penalty: 558.729492 Iteration 1F: 3 clusters Score -11361.19 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -11403.695312 Penalty: 558.729492 Iteration 2F: 3 clusters Score -11403.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -11460.641602 Penalty: 558.729492 Iteration 3F: 3 clusters Score -11460.64 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11513.099609 Penalty: 558.729492 Iteration 4F: 3 clusters Score -11513.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11537.792969 Penalty: 558.729492 Iteration 5Q: 3 clusters Score -11537.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -11559.934570 Penalty: 558.729492 Iteration 6Q: 3 clusters Score -11559.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -11575.349609 Penalty: 558.729492 Iteration 7Q: 3 clusters Score -11575.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -11588.384766 Penalty: 558.729492 Iteration 8Q: 3 clusters Score -11588.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -11615.177734 Penalty: 558.729492 Iteration 9Q: 3 clusters Score -11615.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -11636.798828 Penalty: 558.729492 Iteration 10Q: 3 clusters Score -11636.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11658.314453 Penalty: 558.729492 Iteration 11Q: 3 clusters Score -11658.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -11663.239258 Penalty: 558.729492 Iteration 12Q: 3 clusters Score -11663.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -11667.466797 Penalty: 558.729492 Iteration 13Q: 3 clusters Score -11667.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -11669.895508 Penalty: 558.729492 Iteration 14Q: 3 clusters Score -11669.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11671.792969 Penalty: 558.729492 Iteration 15Q: 3 clusters Score -11671.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11671.792969 Penalty: 558.729492 Iteration 16F: 3 clusters Score -11671.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1555 members Mstep: Class 3 contains 652 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 608 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 4731 members Mstep: Class 10 contains 479 members Mstep: Class 11 contains 10702 members Mstep: Class 12 contains 37682 members Mstep: Class 13 contains 314 members Mstep: Class 15 contains 2602 members Mstep: Class 16 contains 6735 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 477 members Mstep: Class 19 contains 464 members Entering Unmasked Estep ConsiderDeletion Score: -3029822.000000 Penalty: 9418.385742 Iteration 39Q: 19 clusters Score -3029822 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1608 members Mstep: Class 3 contains 656 members Mstep: Class 4 contains 17988 members Mstep: Class 5 contains 7876 members Mstep: Class 6 contains 586 members Mstep: Class 7 contains 1560 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 4755 members Mstep: Class 10 contains 475 members Mstep: Class 11 contains 10697 members Mstep: Class 12 contains 37729 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2605 members Mstep: Class 16 contains 6707 members Mstep: Class 17 contains 2289 members Mstep: Class 18 contains 479 members Mstep: Class 19 contains 472 members Entering Unmasked Estep ConsiderDeletion Score: -3030116.250000 Penalty: 9418.385742 Iteration 40F: 19 clusters Score -3030116 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1673 members Mstep: Class 3 contains 693 members Mstep: Class 4 contains 17939 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 599 members Mstep: Class 7 contains 1654 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 4829 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 10690 members Mstep: Class 12 contains 37679 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2603 members Mstep: Class 16 contains 6682 members Mstep: Class 17 contains 2176 members Mstep: Class 18 contains 483 members Mstep: Class 19 contains 474 members Entering Unmasked Estep ConsiderDeletion Score: -3030338.500000 Penalty: 9418.385742 Iteration 41Q: 19 clusters Score -3030338 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1737 members Mstep: Class 3 contains 734 members Mstep: Class 4 contains 17893 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 606 members Mstep: Class 7 contains 1725 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 4878 members Mstep: Class 10 contains 418 members Mstep: Class 11 contains 10679 members Mstep: Class 12 contains 37615 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2600 members Mstep: Class 16 contains 6657 members Mstep: Class 17 contains 2110 members Mstep: Class 18 contains 477 members Mstep: Class 19 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -3030446.750000 Penalty: 9418.385742 Iteration 42Q: 19 clusters Score -3030447 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1798 members Mstep: Class 3 contains 774 members Mstep: Class 4 contains 17863 members Mstep: Class 5 contains 7871 members Mstep: Class 6 contains 606 members Mstep: Class 7 contains 1775 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 4934 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 10664 members Mstep: Class 12 contains 37556 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2596 members Mstep: Class 16 contains 6630 members Mstep: Class 17 contains 2050 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 488 members Entering Unmasked Estep ConsiderDeletion Score: -3030543.500000 Penalty: 9418.385742 Iteration 43Q: 19 clusters Score -3030544 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1863 members Mstep: Class 3 contains 809 members Mstep: Class 4 contains 17833 members Mstep: Class 5 contains 7871 members Mstep: Class 6 contains 614 members Mstep: Class 7 contains 1819 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 4987 members Mstep: Class 10 contains 396 members Mstep: Class 11 contains 10653 members Mstep: Class 12 contains 37496 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2592 members Mstep: Class 16 contains 6588 members Mstep: Class 17 contains 2002 members Mstep: Class 18 contains 472 members Mstep: Class 19 contains 494 members Entering Unmasked Estep ConsiderDeletion Score: -3030592.500000 Penalty: 9418.385742 Iteration 44Q: 19 clusters Score -3030592 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1920 members Mstep: Class 3 contains 833 members Mstep: Class 4 contains 17802 members Mstep: Class 5 contains 7869 members Mstep: Class 6 contains 619 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 432 members Mstep: Class 9 contains 5038 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 10646 members Mstep: Class 12 contains 37453 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2591 members Mstep: Class 16 contains 6556 members Mstep: Class 17 contains 1953 members Mstep: Class 18 contains 470 members Mstep: Class 19 contains 494 members Entering Unmasked Estep ConsiderDeletion Score: -3030664.750000 Penalty: 9418.385742 Iteration 45Q: 19 clusters Score -3030665 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1987 members Mstep: Class 3 contains 849 members Mstep: Class 4 contains 17782 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 626 members Mstep: Class 7 contains 1888 members Mstep: Class 8 contains 429 members Mstep: Class 9 contains 5073 members Mstep: Class 10 contains 383 members Mstep: Class 11 contains 10630 members Mstep: Class 12 contains 37403 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2588 members Mstep: Class 16 contains 6528 members Mstep: Class 17 contains 1913 members Mstep: Class 18 contains 473 members Mstep: Class 19 contains 496 members Entering Unmasked Estep ConsiderDeletion Score: -3030700.500000 Penalty: 9418.385742 Iteration 46Q: 19 clusters Score -3030700 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2048 members Mstep: Class 3 contains 872 members Mstep: Class 4 contains 17756 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 627 members Mstep: Class 7 contains 1921 members Mstep: Class 8 contains 428 members Mstep: Class 9 contains 5113 members Mstep: Class 10 contains 380 members Mstep: Class 11 contains 10616 members Mstep: Class 12 contains 37348 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2587 members Mstep: Class 16 contains 6494 members Mstep: Class 17 contains 1884 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 496 members Entering Unmasked Estep ConsiderDeletion Score: -3030733.250000 Penalty: 9418.385742 Iteration 47Q: 19 clusters Score -3030733 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2112 members Mstep: Class 3 contains 889 members Mstep: Class 4 contains 17723 members Mstep: Class 5 contains 7866 members Mstep: Class 6 contains 629 members Mstep: Class 7 contains 1960 members Mstep: Class 8 contains 426 members Mstep: Class 9 contains 5150 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 10604 members Mstep: Class 12 contains 37301 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2585 members Mstep: Class 16 contains 6461 members Mstep: Class 17 contains 1855 members Mstep: Class 18 contains 480 members Mstep: Class 19 contains 499 members Entering Unmasked Estep ConsiderDeletion Score: -3030787.500000 Penalty: 9418.385742 Iteration 48Q: 19 clusters Score -3030788 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2176 members Mstep: Class 3 contains 912 members Mstep: Class 4 contains 17695 members Mstep: Class 5 contains 7867 members Mstep: Class 6 contains 633 members Mstep: Class 7 contains 1993 members Mstep: Class 8 contains 426 members Mstep: Class 9 contains 5196 members Mstep: Class 10 contains 372 members Mstep: Class 11 contains 10591 members Mstep: Class 12 contains 37244 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6428 members Mstep: Class 17 contains 1827 members Mstep: Class 18 contains 479 members Mstep: Class 19 contains 501 members Entering Unmasked Estep ConsiderDeletion Score: -3030833.500000 Penalty: 9418.385742 Iteration 49Q: 19 clusters Score -3030834 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2233 members Mstep: Class 3 contains 924 members Mstep: Class 4 contains 17668 members Mstep: Class 5 contains 7866 members Mstep: Class 6 contains 633 members Mstep: Class 7 contains 2026 members Mstep: Class 8 contains 424 members Mstep: Class 9 contains 5240 members Mstep: Class 10 contains 368 members Mstep: Class 11 contains 10577 members Mstep: Class 12 contains 37205 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2583 members Mstep: Class 16 contains 6401 members Mstep: Class 17 contains 1796 members Mstep: Class 18 contains 481 members Mstep: Class 19 contains 502 members Entering Unmasked Estep ConsiderDeletion Score: -3030882.250000 Penalty: 9418.385742 Iteration 50Q: 19 clusters Score -3030882 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2300 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 17652 members Mstep: Class 5 contains 7865 members Mstep: Class 6 contains 630 members Mstep: Class 7 contains 2050 members Mstep: Class 8 contains 421 members Mstep: Class 9 contains 5268 members Mstep: Class 10 contains 362 members Mstep: Class 11 contains 10557 members Mstep: Class 12 contains 37156 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2582 members Mstep: Class 16 contains 6383 members Mstep: Class 17 contains 1778 members Mstep: Class 18 contains 481 members Mstep: Class 19 contains 504 members Entering Unmasked Estep ConsiderDeletion Score: -3030924.250000 Penalty: 9418.385742 Iteration 51Q: 19 clusters Score -3030924 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2376 members Mstep: Class 3 contains 948 members Mstep: Class 4 contains 17633 members Mstep: Class 5 contains 7864 members Mstep: Class 6 contains 630 members Mstep: Class 7 contains 2073 members Mstep: Class 8 contains 421 members Mstep: Class 9 contains 5321 members Mstep: Class 10 contains 355 members Mstep: Class 11 contains 10540 members Mstep: Class 12 contains 37103 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6347 members Mstep: Class 17 contains 1750 members Mstep: Class 18 contains 481 members Mstep: Class 19 contains 507 members Entering Unmasked Estep ConsiderDeletion Score: -3030980.000000 Penalty: 9418.385742 Iteration 52Q: 19 clusters Score -3030980 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 17622 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 631 members Mstep: Class 7 contains 2089 members Mstep: Class 8 contains 419 members Mstep: Class 9 contains 5387 members Mstep: Class 10 contains 350 members Mstep: Class 11 contains 10524 members Mstep: Class 12 contains 37040 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6320 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 482 members Mstep: Class 19 contains 510 members Entering Unmasked Estep ConsiderDeletion Score: -3031012.250000 Penalty: 9418.385742 Iteration 53Q: 19 clusters Score -3031012 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2559 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 17607 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 633 members Mstep: Class 7 contains 2106 members Mstep: Class 8 contains 420 members Mstep: Class 9 contains 5431 members Mstep: Class 10 contains 348 members Mstep: Class 11 contains 10510 members Mstep: Class 12 contains 36978 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6281 members Mstep: Class 17 contains 1677 members Mstep: Class 18 contains 489 members Mstep: Class 19 contains 514 members Entering Unmasked Estep ConsiderDeletion Score: -3031078.750000 Penalty: 9418.385742 Iteration 54Q: 19 clusters Score -3031079 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2650 members Mstep: Class 3 contains 934 members Mstep: Class 4 contains 17596 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 636 members Mstep: Class 7 contains 2120 members Mstep: Class 8 contains 418 members Mstep: Class 9 contains 5469 members Mstep: Class 10 contains 345 members Mstep: Class 11 contains 10488 members Mstep: Class 12 contains 36926 members Mstep: Class 13 contains 311 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6236 members Mstep: Class 17 contains 1659 members Mstep: Class 18 contains 494 members Mstep: Class 19 contains 519 members Entering Unmasked Estep ConsiderDeletion Score: -3031104.750000 Penalty: 9418.385742 Iteration 55Q: 19 clusters Score -3031105 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 929 members Mstep: Class 4 contains 17584 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 638 members Mstep: Class 7 contains 2137 members Mstep: Class 8 contains 417 members Mstep: Class 9 contains 5504 members Mstep: Class 10 contains 341 members Mstep: Class 11 contains 10471 members Mstep: Class 12 contains 36867 members Mstep: Class 13 contains 310 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6204 members Mstep: Class 17 contains 1640 members Mstep: Class 18 contains 500 members Mstep: Class 19 contains 525 members Entering Unmasked Estep ConsiderDeletion Score: -3031151.750000 Penalty: 9418.385742 Iteration 56Q: 19 clusters Score -3031152 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2837 members Mstep: Class 3 contains 924 members Mstep: Class 4 contains 17577 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 639 members Mstep: Class 7 contains 2152 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 5535 members Mstep: Class 10 contains 335 members Mstep: Class 11 contains 10456 members Mstep: Class 12 contains 36800 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2585 members Mstep: Class 16 contains 6168 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 529 members Entering Unmasked Estep ConsiderDeletion Score: -3031228.000000 Penalty: 9418.385742 Iteration 57Q: 19 clusters Score -3031228 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2923 members Mstep: Class 3 contains 911 members Mstep: Class 4 contains 17564 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 641 members Mstep: Class 7 contains 2171 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 5559 members Mstep: Class 10 contains 331 members Mstep: Class 11 contains 10445 members Mstep: Class 12 contains 36756 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2585 members Mstep: Class 16 contains 6127 members Mstep: Class 17 contains 1615 members Mstep: Class 18 contains 514 members Mstep: Class 19 contains 538 members Entering Unmasked Estep ConsiderDeletion Score: -3031262.500000 Penalty: 9418.385742 Iteration 58Q: 19 clusters Score -3031262 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3002 members Mstep: Class 3 contains 900 members Mstep: Class 4 contains 17548 members Mstep: Class 5 contains 7861 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 2194 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 5584 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 10435 members Mstep: Class 12 contains 36711 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2584 members Mstep: Class 16 contains 6086 members Mstep: Class 17 contains 1605 members Mstep: Class 18 contains 518 members Mstep: Class 19 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -3031310.500000 Penalty: 9418.385742 Iteration 59Q: 19 clusters Score -3031310 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3080 members Mstep: Class 3 contains 891 members Mstep: Class 4 contains 17547 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 2206 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 5609 members Mstep: Class 10 contains 319 members Mstep: Class 11 contains 10424 members Mstep: Class 12 contains 36673 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2582 members Mstep: Class 16 contains 6036 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 557 members Entering Unmasked Estep ConsiderDeletion Score: -3031375.750000 Penalty: 9418.385742 Iteration 60F: 19 clusters Score -3031376 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3180 members Mstep: Class 3 contains 871 members Mstep: Class 4 contains 17547 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 2214 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 5636 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 36631 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2581 members Mstep: Class 16 contains 5995 members Mstep: Class 17 contains 1588 members Mstep: Class 18 contains 537 members Mstep: Class 19 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -3031405.750000 Penalty: 9418.385742 Iteration 61Q: 19 clusters Score -3031406 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3289 members Mstep: Class 3 contains 852 members Mstep: Class 4 contains 17544 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 2219 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5656 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 10386 members Mstep: Class 12 contains 36584 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2580 members Mstep: Class 16 contains 5962 members Mstep: Class 17 contains 1571 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 559 members Entering Unmasked Estep ConsiderDeletion Score: -3031473.500000 Penalty: 9418.385742 Iteration 62Q: 19 clusters Score -3031474 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3391 members Mstep: Class 3 contains 835 members Mstep: Class 4 contains 17543 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 649 members Mstep: Class 7 contains 2222 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5662 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 36541 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2579 members Mstep: Class 16 contains 5929 members Mstep: Class 17 contains 1559 members Mstep: Class 18 contains 549 members Mstep: Class 19 contains 557 members Entering Unmasked Estep ConsiderDeletion Score: -3031528.000000 Penalty: 9418.385742 Iteration 63Q: 19 clusters Score -3031528 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 826 members Mstep: Class 4 contains 17544 members Mstep: Class 5 contains 7864 members Mstep: Class 6 contains 652 members Mstep: Class 7 contains 2224 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5681 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 10358 members Mstep: Class 12 contains 36499 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2576 members Mstep: Class 16 contains 5897 members Mstep: Class 17 contains 1545 members Mstep: Class 18 contains 551 members Mstep: Class 19 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -3031565.000000 Penalty: 9418.385742 Iteration 64Q: 19 clusters Score -3031565 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 3544 members Mstep: Class 3 contains 810 members Mstep: Class 4 contains 17543 members Mstep: Class 5 contains 7864 members Mstep: Class 6 contains 654 members Mstep: Class 7 contains 2226 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 5689 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 10347 members Mstep: Class 12 contains 36474 members Mstep: Class 13 contains 309 members Mstep: Class 15 contains 2573 members Mstep: Class 16 contains 5868 members Mstep: Class 17 contains 1541 members Mstep: Class 18 contains 559 members Mstep: Class 19 contains 564 members Entering Unmasked Estep ConsiderDeletion Score: -3031579.250000 Penalty: 9418.385742 Iteration 65Q: 19 clusters Score -3031579 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3611 members Mstep: Class 3 contains 793 members Mstep: Class 4 contains 17542 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 659 members Mstep: Class 7 contains 2232 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5709 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 10326 members Mstep: Class 12 contains 36466 members Mstep: Class 13 contains 308 members Mstep: Class 15 contains 2568 members Mstep: Class 16 contains 5829 members Mstep: Class 17 contains 1534 members Mstep: Class 18 contains 565 members Mstep: Class 19 contains 567 members Entering Unmasked Estep ConsiderDeletion Score: -3031588.000000 Penalty: 9418.385742 Iteration 66Q: 19 clusters Score -3031588 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 3665 members Mstep: Class 3 contains 778 members Mstep: Class 4 contains 17532 members Mstep: Class 5 contains 7861 members Mstep: Class 6 contains 661 members Mstep: Class 7 contains 2236 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5728 members Mstep: Class 10 contains 319 members Mstep: Class 11 contains 10319 members Mstep: Class 12 contains 36437 members Mstep: Class 13 contains 308 members Mstep: Class 15 contains 2566 members Mstep: Class 16 contains 5801 members Mstep: Class 17 contains 1531 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 570 members Entering Unmasked Estep ConsiderDeletion Score: -3031605.750000 Penalty: 9418.385742 Iteration 67Q: 19 clusters Score -3031606 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3727 members Mstep: Class 3 contains 770 members Mstep: Class 4 contains 17524 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 664 members Mstep: Class 7 contains 2241 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 5746 members Mstep: Class 10 contains 323 members Mstep: Class 11 contains 10308 members Mstep: Class 12 contains 36404 members Mstep: Class 13 contains 308 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5769 members Mstep: Class 17 contains 1527 members Mstep: Class 18 contains 580 members Mstep: Class 19 contains 570 members Entering Unmasked Estep ConsiderDeletion Score: -3031625.000000 Penalty: 9418.385742 Iteration 68Q: 19 clusters Score -3031625 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3787 members Mstep: Class 3 contains 761 members Mstep: Class 4 contains 17516 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 665 members Mstep: Class 7 contains 2244 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5761 members Mstep: Class 10 contains 328 members Mstep: Class 11 contains 10285 members Mstep: Class 12 contains 36387 members Mstep: Class 13 contains 308 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5743 members Mstep: Class 17 contains 1520 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 570 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.250000 Penalty: 9418.385742 Iteration 69Q: 19 clusters Score -3031655 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3833 members Mstep: Class 3 contains 756 members Mstep: Class 4 contains 17514 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 670 members Mstep: Class 7 contains 2247 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5769 members Mstep: Class 10 contains 327 members Mstep: Class 11 contains 10260 members Mstep: Class 12 contains 36379 members Mstep: Class 13 contains 308 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5718 members Mstep: Class 17 contains 1517 members Mstep: Class 18 contains 587 members Mstep: Class 19 contains 573 members Entering Unmasked Estep ConsiderDeletion Score: -3031678.750000 Penalty: 9418.385742 Iteration 70Q: 19 clusters Score -3031679 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3878 members Mstep: Class 3 contains 750 members Mstep: Class 4 contains 17513 members Mstep: Class 5 contains 7860 members Mstep: Class 6 contains 673 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5787 members Mstep: Class 10 contains 327 members Mstep: Class 11 contains 10235 members Mstep: Class 12 contains 36376 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5683 members Mstep: Class 17 contains 1515 members Mstep: Class 18 contains 594 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -3031701.000000 Penalty: 9418.385742 Iteration 71Q: 19 clusters Score -3031701 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 3920 members Mstep: Class 3 contains 740 members Mstep: Class 4 contains 17513 members Mstep: Class 5 contains 7861 members Mstep: Class 6 contains 677 members Mstep: Class 7 contains 2249 members Mstep: Class 8 contains 412 members Mstep: Class 9 contains 5808 members Mstep: Class 10 contains 325 members Mstep: Class 11 contains 10212 members Mstep: Class 12 contains 36374 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2566 members Mstep: Class 16 contains 5651 members Mstep: Class 17 contains 1508 members Mstep: Class 18 contains 600 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -3031705.250000 Penalty: 9418.385742 Iteration 72Q: 19 clusters Score -3031705 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3961 members Mstep: Class 3 contains 733 members Mstep: Class 4 contains 17516 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 678 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5834 members Mstep: Class 10 contains 324 members Mstep: Class 11 contains 10200 members Mstep: Class 12 contains 36363 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5612 members Mstep: Class 17 contains 1501 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 580 members Entering Unmasked Estep ConsiderDeletion Score: -3031724.000000 Penalty: 9418.385742 Iteration 73Q: 19 clusters Score -3031724 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3995 members Mstep: Class 3 contains 725 members Mstep: Class 4 contains 17517 members Mstep: Class 5 contains 7862 members Mstep: Class 6 contains 679 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 413 members Mstep: Class 9 contains 5859 members Mstep: Class 10 contains 323 members Mstep: Class 11 contains 10185 members Mstep: Class 12 contains 36365 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5580 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 584 members Entering Unmasked Estep ConsiderDeletion Score: -3031758.500000 Penalty: 9418.385742 Iteration 74Q: 19 clusters Score -3031758 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 4034 members Mstep: Class 3 contains 714 members Mstep: Class 4 contains 17519 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 681 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5885 members Mstep: Class 10 contains 321 members Mstep: Class 11 contains 10167 members Mstep: Class 12 contains 36362 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5544 members Mstep: Class 17 contains 1483 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 591 members Entering Unmasked Estep ConsiderDeletion Score: -3031763.250000 Penalty: 9418.385742 Iteration 75Q: 19 clusters Score -3031763 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 4069 members Mstep: Class 3 contains 704 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 685 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5904 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 10152 members Mstep: Class 12 contains 36357 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5519 members Mstep: Class 17 contains 1475 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 595 members Entering Unmasked Estep ConsiderDeletion Score: -3031765.750000 Penalty: 9418.385742 Iteration 76Q: 19 clusters Score -3031766 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4102 members Mstep: Class 3 contains 692 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 687 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5926 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 10138 members Mstep: Class 12 contains 36359 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5493 members Mstep: Class 17 contains 1465 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 600 members Entering Unmasked Estep ConsiderDeletion Score: -3031775.750000 Penalty: 9418.385742 Iteration 77Q: 19 clusters Score -3031776 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 4132 members Mstep: Class 3 contains 684 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 689 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 409 members Mstep: Class 9 contains 5951 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 10120 members Mstep: Class 12 contains 36370 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5461 members Mstep: Class 17 contains 1459 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 599 members Entering Unmasked Estep ConsiderDeletion Score: -3031774.250000 Penalty: 9418.385742 Iteration 78Q: 19 clusters Score -3031774 nChanged 94 Entering ConstructFrom: Score: -3031774.250000 Penalty: 9418.385742 Entering ConstructFrom: Trying to split cluster 1 (1392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Entering Unmasked Estep Score: -45886.261719 Penalty: 329.351593 Iteration 0F: 2 clusters Score -45886.26 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 705 members Entering Unmasked Estep Score: -44835.992188 Penalty: 658.703186 Iteration 0F: 3 clusters Score -44835.99 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -45162.261719 Penalty: 658.703186 Iteration 1F: 3 clusters Score -45162.26 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -45215.597656 Penalty: 658.703186 Iteration 2F: 3 clusters Score -45215.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -45243.214844 Penalty: 658.703186 Iteration 3Q: 3 clusters Score -45243.21 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -45262.890625 Penalty: 658.703186 Iteration 4Q: 3 clusters Score -45262.89 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -45278.175781 Penalty: 658.703186 Iteration 5Q: 3 clusters Score -45278.18 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -45300.593750 Penalty: 658.703186 Iteration 6Q: 3 clusters Score -45300.59 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -45328.972656 Penalty: 658.703186 Iteration 7Q: 3 clusters Score -45328.97 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -45355.308594 Penalty: 658.703186 Iteration 8Q: 3 clusters Score -45355.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -45379.183594 Penalty: 658.703186 Iteration 9Q: 3 clusters Score -45379.18 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -45418.820312 Penalty: 658.703186 Iteration 10Q: 3 clusters Score -45418.82 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -45451.785156 Penalty: 658.703186 Iteration 11Q: 3 clusters Score -45451.79 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -45481.660156 Penalty: 658.703186 Iteration 12Q: 3 clusters Score -45481.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -45501.304688 Penalty: 658.703186 Iteration 13Q: 3 clusters Score -45501.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -45520.386719 Penalty: 658.703186 Iteration 14Q: 3 clusters Score -45520.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -45537.992188 Penalty: 658.703186 Iteration 15Q: 3 clusters Score -45537.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -45551.441406 Penalty: 658.703186 Iteration 16Q: 3 clusters Score -45551.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -45556.296875 Penalty: 658.703186 Iteration 17Q: 3 clusters Score -45556.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -45559.496094 Penalty: 658.703186 Iteration 18Q: 3 clusters Score -45559.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -45562.519531 Penalty: 658.703186 Iteration 19Q: 3 clusters Score -45562.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -45562.855469 Penalty: 658.703186 Iteration 20F: 3 clusters Score -45562.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Entering Unmasked Estep Score: -140499.500000 Penalty: 379.240295 Iteration 0F: 2 clusters Score -140499.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -137694.546875 Penalty: 758.480591 Iteration 0F: 3 clusters Score -137694.5 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -139155.890625 Penalty: 758.480591 Iteration 1F: 3 clusters Score -139155.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -139529.062500 Penalty: 758.480591 Iteration 2F: 3 clusters Score -139529.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -139854.890625 Penalty: 758.480591 Iteration 3F: 3 clusters Score -139854.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -140063.406250 Penalty: 758.480591 Iteration 4F: 3 clusters Score -140063.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -140202.968750 Penalty: 758.480591 Iteration 5Q: 3 clusters Score -140203 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -140305.265625 Penalty: 758.480591 Iteration 6Q: 3 clusters Score -140305.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -140349.734375 Penalty: 758.480591 Iteration 7Q: 3 clusters Score -140349.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -140371.046875 Penalty: 758.480591 Iteration 8Q: 3 clusters Score -140371 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -140387.265625 Penalty: 758.480591 Iteration 9Q: 3 clusters Score -140387.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -140402.765625 Penalty: 758.480591 Iteration 10Q: 3 clusters Score -140402.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -140417.703125 Penalty: 758.480591 Iteration 11Q: 3 clusters Score -140417.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -140431.562500 Penalty: 758.480591 Iteration 12Q: 3 clusters Score -140431.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -140437.500000 Penalty: 758.480591 Iteration 13Q: 3 clusters Score -140437.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -140442.093750 Penalty: 758.480591 Iteration 14Q: 3 clusters Score -140442.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -140445.828125 Penalty: 758.480591 Iteration 15Q: 3 clusters Score -140445.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -140451.390625 Penalty: 758.480591 Iteration 16Q: 3 clusters Score -140451.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -140453.500000 Penalty: 758.480591 Iteration 17Q: 3 clusters Score -140453.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -140454.687500 Penalty: 758.480591 Iteration 18Q: 3 clusters Score -140454.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -140456.156250 Penalty: 758.480591 Iteration 19Q: 3 clusters Score -140456.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -140457.171875 Penalty: 758.480591 Iteration 20F: 3 clusters Score -140457.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -140458.296875 Penalty: 758.480591 Iteration 21Q: 3 clusters Score -140458.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -140458.828125 Penalty: 758.480591 Iteration 22Q: 3 clusters Score -140458.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -140459.000000 Penalty: 758.480591 Iteration 23Q: 3 clusters Score -140459 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -140459.156250 Penalty: 758.480591 Iteration 24Q: 3 clusters Score -140459.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -140459.156250 Penalty: 758.480591 Iteration 25F: 3 clusters Score -140459.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Entering Unmasked Estep Score: -22102.570312 Penalty: 296.081116 Iteration 0F: 2 clusters Score -22102.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -21516.050781 Penalty: 592.162231 Iteration 0F: 3 clusters Score -21516.05 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -21724.546875 Penalty: 592.162231 Iteration 1F: 3 clusters Score -21724.55 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -21792.609375 Penalty: 592.162231 Iteration 2F: 3 clusters Score -21792.61 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -21841.757812 Penalty: 592.162231 Iteration 3F: 3 clusters Score -21841.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21879.523438 Penalty: 592.162231 Iteration 4F: 3 clusters Score -21879.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -21902.476562 Penalty: 592.162231 Iteration 5Q: 3 clusters Score -21902.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -21927.236328 Penalty: 592.162231 Iteration 6Q: 3 clusters Score -21927.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -21942.041016 Penalty: 592.162231 Iteration 7Q: 3 clusters Score -21942.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -21952.599609 Penalty: 592.162231 Iteration 8Q: 3 clusters Score -21952.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -21957.335938 Penalty: 592.162231 Iteration 9Q: 3 clusters Score -21957.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21960.005859 Penalty: 592.162231 Iteration 10Q: 3 clusters Score -21960.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -21960.238281 Penalty: 592.162231 Iteration 11Q: 3 clusters Score -21960.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -21960.791016 Penalty: 592.162231 Iteration 12Q: 3 clusters Score -21960.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -21960.791016 Penalty: 592.162231 Iteration 13F: 3 clusters Score -21960.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Entering Unmasked Estep Score: -574944.062500 Penalty: 444.584961 Iteration 0F: 2 clusters Score -574944.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -563299.312500 Penalty: 889.169922 Iteration 0F: 3 clusters Score -563299.3 nChanged 8306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -568526.875000 Penalty: 889.169922 Iteration 1F: 3 clusters Score -568526.9 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -569256.937500 Penalty: 889.169922 Iteration 2F: 3 clusters Score -569256.9 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12015 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -570072.937500 Penalty: 889.169922 Iteration 3F: 3 clusters Score -570072.9 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -570965.937500 Penalty: 889.169922 Iteration 4F: 3 clusters Score -570965.9 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13683 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -571744.312500 Penalty: 889.169922 Iteration 5F: 3 clusters Score -571744.3 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14356 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -572333.875000 Penalty: 889.169922 Iteration 6Q: 3 clusters Score -572333.9 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -572793.375000 Penalty: 889.169922 Iteration 7Q: 3 clusters Score -572793.4 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -573142.312500 Penalty: 889.169922 Iteration 8Q: 3 clusters Score -573142.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15772 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -573450.125000 Penalty: 889.169922 Iteration 9Q: 3 clusters Score -573450.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -573675.687500 Penalty: 889.169922 Iteration 10Q: 3 clusters Score -573675.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16330 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -573887.562500 Penalty: 889.169922 Iteration 11Q: 3 clusters Score -573887.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -574090.125000 Penalty: 889.169922 Iteration 12Q: 3 clusters Score -574090.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16691 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -574253.000000 Penalty: 889.169922 Iteration 13Q: 3 clusters Score -574253 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16765 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -574336.250000 Penalty: 889.169922 Iteration 14Q: 3 clusters Score -574336.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16824 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -574383.125000 Penalty: 889.169922 Iteration 15Q: 3 clusters Score -574383.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -574414.312500 Penalty: 889.169922 Iteration 16Q: 3 clusters Score -574414.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -574437.437500 Penalty: 889.169922 Iteration 17Q: 3 clusters Score -574437.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -574457.812500 Penalty: 889.169922 Iteration 18Q: 3 clusters Score -574457.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -574473.562500 Penalty: 889.169922 Iteration 19Q: 3 clusters Score -574473.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16950 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -574484.250000 Penalty: 889.169922 Iteration 20F: 3 clusters Score -574484.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16961 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -574491.250000 Penalty: 889.169922 Iteration 21Q: 3 clusters Score -574491.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -574497.687500 Penalty: 889.169922 Iteration 22Q: 3 clusters Score -574497.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -574505.812500 Penalty: 889.169922 Iteration 23Q: 3 clusters Score -574505.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17002 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -574511.812500 Penalty: 889.169922 Iteration 24Q: 3 clusters Score -574511.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17011 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -574514.250000 Penalty: 889.169922 Iteration 25Q: 3 clusters Score -574514.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17018 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -574516.562500 Penalty: 889.169922 Iteration 26Q: 3 clusters Score -574516.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -574516.312500 Penalty: 889.169922 Iteration 27Q: 3 clusters Score -574516.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17030 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -574516.750000 Penalty: 889.169922 Iteration 28Q: 3 clusters Score -574516.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17030 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -574516.750000 Penalty: 889.169922 Iteration 29F: 3 clusters Score -574516.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Entering Unmasked Estep Score: -279897.968750 Penalty: 408.131500 Iteration 0F: 2 clusters Score -279898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -274642.781250 Penalty: 816.263000 Iteration 0F: 3 clusters Score -274642.8 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -276599.875000 Penalty: 816.263000 Iteration 1F: 3 clusters Score -276599.9 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -276805.312500 Penalty: 816.263000 Iteration 2F: 3 clusters Score -276805.3 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -277051.937500 Penalty: 816.263000 Iteration 3F: 3 clusters Score -277051.9 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -277351.156250 Penalty: 816.263000 Iteration 4F: 3 clusters Score -277351.2 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -277631.125000 Penalty: 816.263000 Iteration 5F: 3 clusters Score -277631.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -277896.000000 Penalty: 816.263000 Iteration 6F: 3 clusters Score -277896 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -278086.500000 Penalty: 816.263000 Iteration 7Q: 3 clusters Score -278086.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -278217.125000 Penalty: 816.263000 Iteration 8Q: 3 clusters Score -278217.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -278336.968750 Penalty: 816.263000 Iteration 9Q: 3 clusters Score -278337 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -278480.125000 Penalty: 816.263000 Iteration 10Q: 3 clusters Score -278480.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -278625.687500 Penalty: 816.263000 Iteration 11Q: 3 clusters Score -278625.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -278774.562500 Penalty: 816.263000 Iteration 12Q: 3 clusters Score -278774.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -278912.406250 Penalty: 816.263000 Iteration 13Q: 3 clusters Score -278912.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -279040.250000 Penalty: 816.263000 Iteration 14Q: 3 clusters Score -279040.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -279156.031250 Penalty: 816.263000 Iteration 15Q: 3 clusters Score -279156 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -279248.593750 Penalty: 816.263000 Iteration 16Q: 3 clusters Score -279248.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -279320.312500 Penalty: 816.263000 Iteration 17Q: 3 clusters Score -279320.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -279386.812500 Penalty: 816.263000 Iteration 18Q: 3 clusters Score -279386.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -279424.906250 Penalty: 816.263000 Iteration 19Q: 3 clusters Score -279424.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -279454.343750 Penalty: 816.263000 Iteration 20F: 3 clusters Score -279454.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -279483.875000 Penalty: 816.263000 Iteration 21Q: 3 clusters Score -279483.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -279510.843750 Penalty: 816.263000 Iteration 22Q: 3 clusters Score -279510.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -279526.937500 Penalty: 816.263000 Iteration 23Q: 3 clusters Score -279526.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -279536.687500 Penalty: 816.263000 Iteration 24Q: 3 clusters Score -279536.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -279543.781250 Penalty: 816.263000 Iteration 25Q: 3 clusters Score -279543.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -279546.343750 Penalty: 816.263000 Iteration 26Q: 3 clusters Score -279546.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -279550.312500 Penalty: 816.263000 Iteration 27Q: 3 clusters Score -279550.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -279554.062500 Penalty: 816.263000 Iteration 28Q: 3 clusters Score -279554.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -279554.781250 Penalty: 816.263000 Iteration 29Q: 3 clusters Score -279554.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -279555.625000 Penalty: 816.263000 Iteration 30Q: 3 clusters Score -279555.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -279555.937500 Penalty: 816.263000 Iteration 31Q: 3 clusters Score -279555.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -279556.406250 Penalty: 816.263000 Iteration 32Q: 3 clusters Score -279556.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -279558.343750 Penalty: 816.263000 Iteration 33Q: 3 clusters Score -279558.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -279561.656250 Penalty: 816.263000 Iteration 34Q: 3 clusters Score -279561.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -279564.125000 Penalty: 816.263000 Iteration 35Q: 3 clusters Score -279564.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -279564.875000 Penalty: 816.263000 Iteration 36Q: 3 clusters Score -279564.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -279564.875000 Penalty: 816.263000 Iteration 37F: 3 clusters Score -279564.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -19841.783203 Penalty: 297.682465 Iteration 0F: 2 clusters Score -19841.78 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 348 members Entering Unmasked Estep Score: -19238.082031 Penalty: 595.364929 Iteration 0F: 3 clusters Score -19238.08 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -19395.923828 Penalty: 595.364929 Iteration 1F: 3 clusters Score -19395.92 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19420.263672 Penalty: 595.364929 Iteration 2F: 3 clusters Score -19420.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19429.564453 Penalty: 595.364929 Iteration 3Q: 3 clusters Score -19429.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19436.869141 Penalty: 595.364929 Iteration 4Q: 3 clusters Score -19436.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -19443.611328 Penalty: 595.364929 Iteration 5Q: 3 clusters Score -19443.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -19448.357422 Penalty: 595.364929 Iteration 6Q: 3 clusters Score -19448.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -19452.382812 Penalty: 595.364929 Iteration 7Q: 3 clusters Score -19452.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -19455.980469 Penalty: 595.364929 Iteration 8Q: 3 clusters Score -19455.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19462.673828 Penalty: 595.364929 Iteration 9Q: 3 clusters Score -19462.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -19468.464844 Penalty: 595.364929 Iteration 10Q: 3 clusters Score -19468.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19473.888672 Penalty: 595.364929 Iteration 11Q: 3 clusters Score -19473.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -19478.796875 Penalty: 595.364929 Iteration 12Q: 3 clusters Score -19478.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19480.888672 Penalty: 595.364929 Iteration 13Q: 3 clusters Score -19480.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19485.316406 Penalty: 595.364929 Iteration 14Q: 3 clusters Score -19485.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -19489.005859 Penalty: 595.364929 Iteration 15Q: 3 clusters Score -19489.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19490.626953 Penalty: 595.364929 Iteration 16Q: 3 clusters Score -19490.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19494.009766 Penalty: 595.364929 Iteration 17Q: 3 clusters Score -19494.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19495.556641 Penalty: 595.364929 Iteration 18Q: 3 clusters Score -19495.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19496.437500 Penalty: 595.364929 Iteration 19Q: 3 clusters Score -19496.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19498.353516 Penalty: 595.364929 Iteration 20F: 3 clusters Score -19498.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -19501.406250 Penalty: 595.364929 Iteration 21Q: 3 clusters Score -19501.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -19505.341797 Penalty: 595.364929 Iteration 22Q: 3 clusters Score -19505.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -19512.640625 Penalty: 595.364929 Iteration 23Q: 3 clusters Score -19512.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -19539.958984 Penalty: 595.364929 Iteration 24Q: 3 clusters Score -19539.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19555.048828 Penalty: 595.364929 Iteration 25Q: 3 clusters Score -19555.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -19566.560547 Penalty: 595.364929 Iteration 26Q: 3 clusters Score -19566.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -19579.494141 Penalty: 595.364929 Iteration 27Q: 3 clusters Score -19579.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -19595.855469 Penalty: 595.364929 Iteration 28Q: 3 clusters Score -19595.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -19618.910156 Penalty: 595.364929 Iteration 29Q: 3 clusters Score -19618.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -19638.914062 Penalty: 595.364929 Iteration 30Q: 3 clusters Score -19638.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -19648.996094 Penalty: 595.364929 Iteration 31Q: 3 clusters Score -19649 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -19656.001953 Penalty: 595.364929 Iteration 32Q: 3 clusters Score -19656 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -19659.675781 Penalty: 595.364929 Iteration 33Q: 3 clusters Score -19659.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -19663.582031 Penalty: 595.364929 Iteration 34Q: 3 clusters Score -19663.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -19666.001953 Penalty: 595.364929 Iteration 35Q: 3 clusters Score -19666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -19667.320312 Penalty: 595.364929 Iteration 36Q: 3 clusters Score -19667.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -19668.298828 Penalty: 595.364929 Iteration 37Q: 3 clusters Score -19668.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -19669.589844 Penalty: 595.364929 Iteration 38Q: 3 clusters Score -19669.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -19670.515625 Penalty: 595.364929 Iteration 39Q: 3 clusters Score -19670.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -19671.716797 Penalty: 595.364929 Iteration 40F: 3 clusters Score -19671.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Entering Unmasked Estep Score: -67419.976562 Penalty: 351.159729 Iteration 0F: 2 clusters Score -67419.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -65837.164062 Penalty: 702.319458 Iteration 0F: 3 clusters Score -65837.16 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -66589.828125 Penalty: 702.319458 Iteration 1F: 3 clusters Score -66589.83 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -66852.960938 Penalty: 702.319458 Iteration 2F: 3 clusters Score -66852.96 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -67096.804688 Penalty: 702.319458 Iteration 3F: 3 clusters Score -67096.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -67282.273438 Penalty: 702.319458 Iteration 4F: 3 clusters Score -67282.27 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -67386.429688 Penalty: 702.319458 Iteration 5F: 3 clusters Score -67386.43 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -67443.718750 Penalty: 702.319458 Iteration 6Q: 3 clusters Score -67443.72 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -67479.625000 Penalty: 702.319458 Iteration 7Q: 3 clusters Score -67479.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -67505.023438 Penalty: 702.319458 Iteration 8Q: 3 clusters Score -67505.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -67519.953125 Penalty: 702.319458 Iteration 9Q: 3 clusters Score -67519.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -67539.906250 Penalty: 702.319458 Iteration 10Q: 3 clusters Score -67539.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -67552.546875 Penalty: 702.319458 Iteration 11Q: 3 clusters Score -67552.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -67560.445312 Penalty: 702.319458 Iteration 12Q: 3 clusters Score -67560.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -67563.562500 Penalty: 702.319458 Iteration 13Q: 3 clusters Score -67563.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -67565.445312 Penalty: 702.319458 Iteration 14Q: 3 clusters Score -67565.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -67566.257812 Penalty: 702.319458 Iteration 15Q: 3 clusters Score -67566.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -67567.359375 Penalty: 702.319458 Iteration 16Q: 3 clusters Score -67567.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -67568.726562 Penalty: 702.319458 Iteration 17Q: 3 clusters Score -67568.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -67569.351562 Penalty: 702.319458 Iteration 18Q: 3 clusters Score -67569.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -67570.109375 Penalty: 702.319458 Iteration 19Q: 3 clusters Score -67570.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -67571.296875 Penalty: 702.319458 Iteration 20F: 3 clusters Score -67571.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -67571.445312 Penalty: 702.319458 Iteration 21Q: 3 clusters Score -67571.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -67571.546875 Penalty: 702.319458 Iteration 22Q: 3 clusters Score -67571.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -67571.625000 Penalty: 702.319458 Iteration 23Q: 3 clusters Score -67571.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -67571.625000 Penalty: 702.319458 Iteration 24F: 3 clusters Score -67571.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4167 members Mstep: Class 3 contains 670 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 694 members Mstep: Class 7 contains 2016 members Mstep: Class 8 contains 407 members Mstep: Class 9 contains 5966 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 10109 members Mstep: Class 12 contains 36371 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 232 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5439 members Mstep: Class 17 contains 1450 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 599 members Entering Unmasked Estep Score: -3031761.500000 Penalty: 9941.629883 Splitting cluster 7 changes total score from -3031774.250000 to -3031761.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (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: -12343.139648 Penalty: 273.401001 Iteration 0F: 2 clusters Score -12343.14 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 204 members Entering Unmasked Estep Score: -11903.145508 Penalty: 546.802002 Iteration 0F: 3 clusters Score -11903.15 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -12009.822266 Penalty: 546.802002 Iteration 1F: 3 clusters Score -12009.82 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12048.963867 Penalty: 546.802002 Iteration 2F: 3 clusters Score -12048.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12062.135742 Penalty: 546.802002 Iteration 3Q: 3 clusters Score -12062.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -12073.352539 Penalty: 546.802002 Iteration 4Q: 3 clusters Score -12073.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -12085.209961 Penalty: 546.802002 Iteration 5Q: 3 clusters Score -12085.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -12099.550781 Penalty: 546.802002 Iteration 6Q: 3 clusters Score -12099.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -12105.446289 Penalty: 546.802002 Iteration 7Q: 3 clusters Score -12105.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12110.479492 Penalty: 546.802002 Iteration 8Q: 3 clusters Score -12110.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -12111.661133 Penalty: 546.802002 Iteration 9Q: 3 clusters Score -12111.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -12113.188477 Penalty: 546.802002 Iteration 10Q: 3 clusters Score -12113.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -12115.602539 Penalty: 546.802002 Iteration 11Q: 3 clusters Score -12115.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12116.376953 Penalty: 546.802002 Iteration 12Q: 3 clusters Score -12116.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12117.323242 Penalty: 546.802002 Iteration 13Q: 3 clusters Score -12117.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12117.469727 Penalty: 546.802002 Iteration 14Q: 3 clusters Score -12117.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12117.469727 Penalty: 546.802002 Iteration 15F: 3 clusters Score -12117.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Entering Unmasked Estep Score: -182731.484375 Penalty: 395.569366 Iteration 0F: 2 clusters Score -182731.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -178701.218750 Penalty: 791.138733 Iteration 0F: 3 clusters Score -178701.2 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -180218.000000 Penalty: 791.138733 Iteration 1F: 3 clusters Score -180218 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -180363.359375 Penalty: 791.138733 Iteration 2F: 3 clusters Score -180363.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -180507.906250 Penalty: 791.138733 Iteration 3F: 3 clusters Score -180507.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -180662.687500 Penalty: 791.138733 Iteration 4Q: 3 clusters Score -180662.7 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -180852.343750 Penalty: 791.138733 Iteration 5Q: 3 clusters Score -180852.3 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -181106.546875 Penalty: 791.138733 Iteration 6F: 3 clusters Score -181106.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -181415.718750 Penalty: 791.138733 Iteration 7F: 3 clusters Score -181415.7 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -181654.015625 Penalty: 791.138733 Iteration 8F: 3 clusters Score -181654 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -181751.156250 Penalty: 791.138733 Iteration 9Q: 3 clusters Score -181751.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -181799.984375 Penalty: 791.138733 Iteration 10Q: 3 clusters Score -181800 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -181827.187500 Penalty: 791.138733 Iteration 11Q: 3 clusters Score -181827.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -181848.765625 Penalty: 791.138733 Iteration 12Q: 3 clusters Score -181848.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -181859.687500 Penalty: 791.138733 Iteration 13Q: 3 clusters Score -181859.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -181866.234375 Penalty: 791.138733 Iteration 14Q: 3 clusters Score -181866.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -181872.640625 Penalty: 791.138733 Iteration 15Q: 3 clusters Score -181872.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -181879.406250 Penalty: 791.138733 Iteration 16Q: 3 clusters Score -181879.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -181886.890625 Penalty: 791.138733 Iteration 17Q: 3 clusters Score -181886.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -181891.828125 Penalty: 791.138733 Iteration 18Q: 3 clusters Score -181891.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -181894.578125 Penalty: 791.138733 Iteration 19Q: 3 clusters Score -181894.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -181898.406250 Penalty: 791.138733 Iteration 20F: 3 clusters Score -181898.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -181903.234375 Penalty: 791.138733 Iteration 21Q: 3 clusters Score -181903.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -181906.734375 Penalty: 791.138733 Iteration 22Q: 3 clusters Score -181906.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -181908.718750 Penalty: 791.138733 Iteration 23Q: 3 clusters Score -181908.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -181909.609375 Penalty: 791.138733 Iteration 24Q: 3 clusters Score -181909.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -181911.203125 Penalty: 791.138733 Iteration 25Q: 3 clusters Score -181911.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -181911.093750 Penalty: 791.138733 Iteration 26Q: 3 clusters Score -181911.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -181912.046875 Penalty: 791.138733 Iteration 27Q: 3 clusters Score -181912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -181912.671875 Penalty: 791.138733 Iteration 28Q: 3 clusters Score -181912.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -181913.500000 Penalty: 791.138733 Iteration 29Q: 3 clusters Score -181913.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -181913.609375 Penalty: 791.138733 Iteration 30Q: 3 clusters Score -181913.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -181914.046875 Penalty: 791.138733 Iteration 31Q: 3 clusters Score -181914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -181915.437500 Penalty: 791.138733 Iteration 32Q: 3 clusters Score -181915.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -181915.750000 Penalty: 791.138733 Iteration 33Q: 3 clusters Score -181915.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -181916.125000 Penalty: 791.138733 Iteration 34Q: 3 clusters Score -181916.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -181916.296875 Penalty: 791.138733 Iteration 35Q: 3 clusters Score -181916.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -181916.437500 Penalty: 791.138733 Iteration 36Q: 3 clusters Score -181916.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -181917.203125 Penalty: 791.138733 Iteration 37Q: 3 clusters Score -181917.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -181918.031250 Penalty: 791.138733 Iteration 38Q: 3 clusters Score -181918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -181919.296875 Penalty: 791.138733 Iteration 39Q: 3 clusters Score -181919.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -181919.953125 Penalty: 791.138733 Iteration 40F: 3 clusters Score -181920 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -181920.390625 Penalty: 791.138733 Iteration 41Q: 3 clusters Score -181920.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -181922.000000 Penalty: 791.138733 Iteration 42Q: 3 clusters Score -181922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -181922.125000 Penalty: 791.138733 Iteration 43Q: 3 clusters Score -181922.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -181922.765625 Penalty: 791.138733 Iteration 44Q: 3 clusters Score -181922.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -181923.359375 Penalty: 791.138733 Iteration 45Q: 3 clusters Score -181923.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -181925.562500 Penalty: 791.138733 Iteration 46Q: 3 clusters Score -181925.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -181926.890625 Penalty: 791.138733 Iteration 47Q: 3 clusters Score -181926.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -181928.937500 Penalty: 791.138733 Iteration 48Q: 3 clusters Score -181928.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -181931.046875 Penalty: 791.138733 Iteration 49Q: 3 clusters Score -181931 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -181932.703125 Penalty: 791.138733 Iteration 50Q: 3 clusters Score -181932.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -181934.656250 Penalty: 791.138733 Iteration 51Q: 3 clusters Score -181934.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -181935.078125 Penalty: 791.138733 Iteration 52Q: 3 clusters Score -181935.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -181935.968750 Penalty: 791.138733 Iteration 53Q: 3 clusters Score -181936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -181935.984375 Penalty: 791.138733 Iteration 54Q: 3 clusters Score -181936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -181936.140625 Penalty: 791.138733 Iteration 55Q: 3 clusters Score -181936.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -181937.359375 Penalty: 791.138733 Iteration 56Q: 3 clusters Score -181937.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -181938.000000 Penalty: 791.138733 Iteration 57Q: 3 clusters Score -181938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -181938.390625 Penalty: 791.138733 Iteration 58Q: 3 clusters Score -181938.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -181938.640625 Penalty: 791.138733 Iteration 59Q: 3 clusters Score -181938.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -181938.578125 Penalty: 791.138733 Iteration 60F: 3 clusters Score -181938.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -181939.531250 Penalty: 791.138733 Iteration 61Q: 3 clusters Score -181939.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -181940.156250 Penalty: 791.138733 Iteration 62Q: 3 clusters Score -181940.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -181940.937500 Penalty: 791.138733 Iteration 63Q: 3 clusters Score -181940.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -181940.750000 Penalty: 791.138733 Iteration 64Q: 3 clusters Score -181940.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -181941.312500 Penalty: 791.138733 Iteration 65Q: 3 clusters Score -181941.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -181941.546875 Penalty: 791.138733 Iteration 66Q: 3 clusters Score -181941.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -181942.109375 Penalty: 791.138733 Iteration 67Q: 3 clusters Score -181942.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -181941.656250 Penalty: 791.138733 Iteration 68Q: 3 clusters Score -181941.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -181942.218750 Penalty: 791.138733 Iteration 69Q: 3 clusters Score -181942.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -181941.921875 Penalty: 791.138733 Iteration 70Q: 3 clusters Score -181941.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -181942.078125 Penalty: 791.138733 Iteration 71Q: 3 clusters Score -181942.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -181942.078125 Penalty: 791.138733 Iteration 72F: 3 clusters Score -181942.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Entering Unmasked Estep Score: -10916.035156 Penalty: 262.458618 Iteration 0F: 2 clusters Score -10916.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -10534.310547 Penalty: 524.917236 Iteration 0F: 3 clusters Score -10534.31 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10614.005859 Penalty: 524.917236 Iteration 1F: 3 clusters Score -10614.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10643.309570 Penalty: 524.917236 Iteration 2F: 3 clusters Score -10643.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10662.055664 Penalty: 524.917236 Iteration 3Q: 3 clusters Score -10662.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10673.246094 Penalty: 524.917236 Iteration 4Q: 3 clusters Score -10673.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10675.889648 Penalty: 524.917236 Iteration 5Q: 3 clusters Score -10675.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10678.441406 Penalty: 524.917236 Iteration 6Q: 3 clusters Score -10678.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10679.539062 Penalty: 524.917236 Iteration 7Q: 3 clusters Score -10679.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10679.539062 Penalty: 524.917236 Iteration 8F: 3 clusters Score -10679.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Entering Unmasked Estep Score: -341501.750000 Penalty: 419.563782 Iteration 0F: 2 clusters Score -341501.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -334762.625000 Penalty: 839.127563 Iteration 0F: 3 clusters Score -334762.6 nChanged 4743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -337873.343750 Penalty: 839.127563 Iteration 1F: 3 clusters Score -337873.3 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -338482.562500 Penalty: 839.127563 Iteration 2F: 3 clusters Score -338482.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -339039.562500 Penalty: 839.127563 Iteration 3F: 3 clusters Score -339039.6 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -339465.843750 Penalty: 839.127563 Iteration 4F: 3 clusters Score -339465.8 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -339739.437500 Penalty: 839.127563 Iteration 5F: 3 clusters Score -339739.4 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -339913.656250 Penalty: 839.127563 Iteration 6Q: 3 clusters Score -339913.7 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -340030.468750 Penalty: 839.127563 Iteration 7Q: 3 clusters Score -340030.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -340127.562500 Penalty: 839.127563 Iteration 8Q: 3 clusters Score -340127.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -340215.437500 Penalty: 839.127563 Iteration 9Q: 3 clusters Score -340215.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -340331.468750 Penalty: 839.127563 Iteration 10Q: 3 clusters Score -340331.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -340454.656250 Penalty: 839.127563 Iteration 11Q: 3 clusters Score -340454.7 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -340588.218750 Penalty: 839.127563 Iteration 12Q: 3 clusters Score -340588.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -340759.718750 Penalty: 839.127563 Iteration 13Q: 3 clusters Score -340759.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -340969.875000 Penalty: 839.127563 Iteration 14Q: 3 clusters Score -340969.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 8815 members Entering Unmasked Estep Score: -341192.968750 Penalty: 839.127563 Iteration 15Q: 3 clusters Score -341193 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -341392.687500 Penalty: 839.127563 Iteration 16Q: 3 clusters Score -341392.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 9193 members Entering Unmasked Estep Score: -341588.468750 Penalty: 839.127563 Iteration 17Q: 3 clusters Score -341588.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -341725.781250 Penalty: 839.127563 Iteration 18Q: 3 clusters Score -341725.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -341806.500000 Penalty: 839.127563 Iteration 19Q: 3 clusters Score -341806.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -341856.250000 Penalty: 839.127563 Iteration 20F: 3 clusters Score -341856.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -341871.156250 Penalty: 839.127563 Iteration 21Q: 3 clusters Score -341871.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -341876.187500 Penalty: 839.127563 Iteration 22Q: 3 clusters Score -341876.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -341878.687500 Penalty: 839.127563 Iteration 23Q: 3 clusters Score -341878.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -341879.812500 Penalty: 839.127563 Iteration 24Q: 3 clusters Score -341879.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -341879.312500 Penalty: 839.127563 Iteration 25Q: 3 clusters Score -341879.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -341881.218750 Penalty: 839.127563 Iteration 26Q: 3 clusters Score -341881.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -341881.312500 Penalty: 839.127563 Iteration 27Q: 3 clusters Score -341881.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -341881.406250 Penalty: 839.127563 Iteration 28Q: 3 clusters Score -341881.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -341881.406250 Penalty: 839.127563 Iteration 29F: 3 clusters Score -341881.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4167 members Mstep: Class 3 contains 670 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 694 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 407 members Mstep: Class 9 contains 5966 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 628 members Mstep: Class 12 contains 36371 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9481 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5439 members Mstep: Class 17 contains 1450 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 599 members Entering Unmasked Estep Score: -3032042.250000 Penalty: 9941.629883 Splitting cluster 11 changes total score from -3031774.250000 to -3032042.250000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 12 (36371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36371 members Entering Unmasked Estep Score: -1192152.625000 Penalty: 477.819458 Iteration 0F: 2 clusters Score -1192153 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18014 members Mstep: Class 2 contains 18357 members Entering Unmasked Estep Score: -1167827.125000 Penalty: 955.638916 Iteration 0F: 3 clusters Score -1167827 nChanged 17498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -1178986.750000 Penalty: 955.638916 Iteration 1F: 3 clusters Score -1178987 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -1180651.375000 Penalty: 955.638916 Iteration 2F: 3 clusters Score -1180651 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 26908 members Entering Unmasked Estep Score: -1183062.250000 Penalty: 955.638916 Iteration 3F: 3 clusters Score -1183062 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 29883 members Entering Unmasked Estep Score: -1185941.000000 Penalty: 955.638916 Iteration 4F: 3 clusters Score -1185941 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 32439 members Entering Unmasked Estep Score: -1188409.875000 Penalty: 955.638916 Iteration 5F: 3 clusters Score -1188410 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 34150 members Entering Unmasked Estep Score: -1190049.375000 Penalty: 955.638916 Iteration 6Q: 3 clusters Score -1190049 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 35190 members Entering Unmasked Estep Score: -1191020.125000 Penalty: 955.638916 Iteration 7Q: 3 clusters Score -1191020 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 35706 members Entering Unmasked Estep Score: -1191450.000000 Penalty: 955.638916 Iteration 8Q: 3 clusters Score -1191450 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 35914 members Entering Unmasked Estep Score: -1191588.000000 Penalty: 955.638916 Iteration 9Q: 3 clusters Score -1191588 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 36021 members Entering Unmasked Estep Score: -1191661.625000 Penalty: 955.638916 Iteration 10Q: 3 clusters Score -1191662 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 36069 members Entering Unmasked Estep Score: -1191702.250000 Penalty: 955.638916 Iteration 11Q: 3 clusters Score -1191702 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 36097 members Entering Unmasked Estep Score: -1191734.250000 Penalty: 955.638916 Iteration 12Q: 3 clusters Score -1191734 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 36112 members Entering Unmasked Estep Score: -1191751.375000 Penalty: 955.638916 Iteration 13Q: 3 clusters Score -1191751 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 36116 members Entering Unmasked Estep Score: -1191760.125000 Penalty: 955.638916 Iteration 14Q: 3 clusters Score -1191760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 36121 members Entering Unmasked Estep Score: -1191768.875000 Penalty: 955.638916 Iteration 15Q: 3 clusters Score -1191769 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 36129 members Entering Unmasked Estep Score: -1191774.000000 Penalty: 955.638916 Iteration 16Q: 3 clusters Score -1191774 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 36135 members Entering Unmasked Estep Score: -1191781.500000 Penalty: 955.638916 Iteration 17Q: 3 clusters Score -1191782 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 36139 members Entering Unmasked Estep Score: -1191781.375000 Penalty: 955.638916 Iteration 18Q: 3 clusters Score -1191781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 36141 members Entering Unmasked Estep Score: -1191782.875000 Penalty: 955.638916 Iteration 19Q: 3 clusters Score -1191783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 36142 members Entering Unmasked Estep Score: -1191784.625000 Penalty: 955.638916 Iteration 20F: 3 clusters Score -1191785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 36143 members Entering Unmasked Estep Score: -1191784.125000 Penalty: 955.638916 Iteration 21Q: 3 clusters Score -1191784 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 36143 members Entering Unmasked Estep Score: -1191784.125000 Penalty: 955.638916 Iteration 22F: 3 clusters Score -1191784 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Entering Unmasked Estep Score: -9205.071289 Penalty: 260.571564 Iteration 0F: 2 clusters Score -9205.071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8853.746094 Penalty: 521.143127 Iteration 0F: 3 clusters Score -8853.746 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -8945.788086 Penalty: 521.143127 Iteration 1F: 3 clusters Score -8945.788 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -8970.509766 Penalty: 521.143127 Iteration 2F: 3 clusters Score -8970.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8981.625977 Penalty: 521.143127 Iteration 3Q: 3 clusters Score -8981.626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8989.630859 Penalty: 521.143127 Iteration 4Q: 3 clusters Score -8989.631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8994.046875 Penalty: 521.143127 Iteration 5Q: 3 clusters Score -8994.047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -8994.806641 Penalty: 521.143127 Iteration 6Q: 3 clusters Score -8994.807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -8995.041016 Penalty: 521.143127 Iteration 7Q: 3 clusters Score -8995.041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -8995.041016 Penalty: 521.143127 Iteration 8F: 3 clusters Score -8995.041 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Entering Unmasked Estep Score: -90931.335938 Penalty: 357.161987 Iteration 0F: 2 clusters Score -90931.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -89151.257812 Penalty: 714.323975 Iteration 0F: 3 clusters Score -89151.26 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -89715.562500 Penalty: 714.323975 Iteration 1F: 3 clusters Score -89715.56 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -89802.203125 Penalty: 714.323975 Iteration 2F: 3 clusters Score -89802.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -89870.046875 Penalty: 714.323975 Iteration 3F: 3 clusters Score -89870.05 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -89934.039062 Penalty: 714.323975 Iteration 4F: 3 clusters Score -89934.04 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -90010.820312 Penalty: 714.323975 Iteration 5Q: 3 clusters Score -90010.82 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -90128.343750 Penalty: 714.323975 Iteration 6F: 3 clusters Score -90128.34 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -90246.375000 Penalty: 714.323975 Iteration 7F: 3 clusters Score -90246.38 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -90337.406250 Penalty: 714.323975 Iteration 8Q: 3 clusters Score -90337.41 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -90423.804688 Penalty: 714.323975 Iteration 9Q: 3 clusters Score -90423.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -90497.109375 Penalty: 714.323975 Iteration 10Q: 3 clusters Score -90497.11 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -90546.875000 Penalty: 714.323975 Iteration 11Q: 3 clusters Score -90546.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -90567.789062 Penalty: 714.323975 Iteration 12Q: 3 clusters Score -90567.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -90588.101562 Penalty: 714.323975 Iteration 13Q: 3 clusters Score -90588.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -90602.367188 Penalty: 714.323975 Iteration 14Q: 3 clusters Score -90602.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -90606.828125 Penalty: 714.323975 Iteration 15Q: 3 clusters Score -90606.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -90609.851562 Penalty: 714.323975 Iteration 16Q: 3 clusters Score -90609.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -90611.960938 Penalty: 714.323975 Iteration 17Q: 3 clusters Score -90611.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -90612.890625 Penalty: 714.323975 Iteration 18Q: 3 clusters Score -90612.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -90613.960938 Penalty: 714.323975 Iteration 19Q: 3 clusters Score -90613.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -90613.960938 Penalty: 714.323975 Iteration 20F: 3 clusters Score -90613.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Entering Unmasked Estep Score: -174105.859375 Penalty: 391.361450 Iteration 0F: 2 clusters Score -174105.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -170467.953125 Penalty: 782.722900 Iteration 0F: 3 clusters Score -170468 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -172166.625000 Penalty: 782.722900 Iteration 1F: 3 clusters Score -172166.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -172523.250000 Penalty: 782.722900 Iteration 2F: 3 clusters Score -172523.2 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -172876.515625 Penalty: 782.722900 Iteration 3F: 3 clusters Score -172876.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -173202.546875 Penalty: 782.722900 Iteration 4F: 3 clusters Score -173202.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -173439.515625 Penalty: 782.722900 Iteration 5Q: 3 clusters Score -173439.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -173598.828125 Penalty: 782.722900 Iteration 6Q: 3 clusters Score -173598.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -173693.031250 Penalty: 782.722900 Iteration 7Q: 3 clusters Score -173693 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -173740.562500 Penalty: 782.722900 Iteration 8Q: 3 clusters Score -173740.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -173750.671875 Penalty: 782.722900 Iteration 9Q: 3 clusters Score -173750.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -173753.859375 Penalty: 782.722900 Iteration 10Q: 3 clusters Score -173753.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -173755.421875 Penalty: 782.722900 Iteration 11Q: 3 clusters Score -173755.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -173758.562500 Penalty: 782.722900 Iteration 12Q: 3 clusters Score -173758.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -173761.656250 Penalty: 782.722900 Iteration 13Q: 3 clusters Score -173761.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -173762.671875 Penalty: 782.722900 Iteration 14Q: 3 clusters Score -173762.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -173762.671875 Penalty: 782.722900 Iteration 15F: 3 clusters Score -173762.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Entering Unmasked Estep Score: -39524.699219 Penalty: 331.209015 Iteration 0F: 2 clusters Score -39524.7 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 718 members Entering Unmasked Estep Score: -38435.089844 Penalty: 662.418030 Iteration 0F: 3 clusters Score -38435.09 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -38815.023438 Penalty: 662.418030 Iteration 1F: 3 clusters Score -38815.02 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -38892.652344 Penalty: 662.418030 Iteration 2F: 3 clusters Score -38892.65 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -38966.949219 Penalty: 662.418030 Iteration 3F: 3 clusters Score -38966.95 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -39048.347656 Penalty: 662.418030 Iteration 4F: 3 clusters Score -39048.35 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -39143.558594 Penalty: 662.418030 Iteration 5F: 3 clusters Score -39143.56 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -39216.421875 Penalty: 662.418030 Iteration 6F: 3 clusters Score -39216.42 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -39272.546875 Penalty: 662.418030 Iteration 7F: 3 clusters Score -39272.55 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -39313.335938 Penalty: 662.418030 Iteration 8Q: 3 clusters Score -39313.34 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -39338.023438 Penalty: 662.418030 Iteration 9Q: 3 clusters Score -39338.02 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -39369.753906 Penalty: 662.418030 Iteration 10Q: 3 clusters Score -39369.75 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -39391.871094 Penalty: 662.418030 Iteration 11Q: 3 clusters Score -39391.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -39400.378906 Penalty: 662.418030 Iteration 12Q: 3 clusters Score -39400.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39403.710938 Penalty: 662.418030 Iteration 13Q: 3 clusters Score -39403.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -39407.511719 Penalty: 662.418030 Iteration 14Q: 3 clusters Score -39407.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -39409.226562 Penalty: 662.418030 Iteration 15Q: 3 clusters Score -39409.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -39411.847656 Penalty: 662.418030 Iteration 16Q: 3 clusters Score -39411.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -39412.453125 Penalty: 662.418030 Iteration 17Q: 3 clusters Score -39412.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -39412.632812 Penalty: 662.418030 Iteration 18Q: 3 clusters Score -39412.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -39412.949219 Penalty: 662.418030 Iteration 19Q: 3 clusters Score -39412.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -39413.222656 Penalty: 662.418030 Iteration 20F: 3 clusters Score -39413.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Entering Unmasked Estep Score: -20100.121094 Penalty: 291.662964 Iteration 0F: 2 clusters Score -20100.12 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 309 members Entering Unmasked Estep Score: -19525.236328 Penalty: 583.325928 Iteration 0F: 3 clusters Score -19525.24 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -19658.949219 Penalty: 583.325928 Iteration 1F: 3 clusters Score -19658.95 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -19694.478516 Penalty: 583.325928 Iteration 2F: 3 clusters Score -19694.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -19725.705078 Penalty: 583.325928 Iteration 3F: 3 clusters Score -19725.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -19750.917969 Penalty: 583.325928 Iteration 4F: 3 clusters Score -19750.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -19764.460938 Penalty: 583.325928 Iteration 5Q: 3 clusters Score -19764.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -19783.107422 Penalty: 583.325928 Iteration 6Q: 3 clusters Score -19783.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19802.648438 Penalty: 583.325928 Iteration 7Q: 3 clusters Score -19802.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19815.875000 Penalty: 583.325928 Iteration 8Q: 3 clusters Score -19815.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19829.890625 Penalty: 583.325928 Iteration 9Q: 3 clusters Score -19829.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -19836.871094 Penalty: 583.325928 Iteration 10Q: 3 clusters Score -19836.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19840.003906 Penalty: 583.325928 Iteration 11Q: 3 clusters Score -19840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19842.333984 Penalty: 583.325928 Iteration 12Q: 3 clusters Score -19842.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19844.300781 Penalty: 583.325928 Iteration 13Q: 3 clusters Score -19844.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -19846.583984 Penalty: 583.325928 Iteration 14Q: 3 clusters Score -19846.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19847.337891 Penalty: 583.325928 Iteration 15Q: 3 clusters Score -19847.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -19847.337891 Penalty: 583.325928 Iteration 16F: 3 clusters Score -19847.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Entering Unmasked Estep Score: -14797.261719 Penalty: 290.984406 Iteration 0F: 2 clusters Score -14797.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -14276.557617 Penalty: 581.968811 Iteration 0F: 3 clusters Score -14276.56 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -14487.073242 Penalty: 581.968811 Iteration 1F: 3 clusters Score -14487.07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -14543.465820 Penalty: 581.968811 Iteration 2F: 3 clusters Score -14543.47 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -14573.315430 Penalty: 581.968811 Iteration 3Q: 3 clusters Score -14573.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -14599.249023 Penalty: 581.968811 Iteration 4Q: 3 clusters Score -14599.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -14608.095703 Penalty: 581.968811 Iteration 5Q: 3 clusters Score -14608.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -14615.147461 Penalty: 581.968811 Iteration 6Q: 3 clusters Score -14615.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -14621.983398 Penalty: 581.968811 Iteration 7Q: 3 clusters Score -14621.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -14624.518555 Penalty: 581.968811 Iteration 8Q: 3 clusters Score -14624.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -14626.260742 Penalty: 581.968811 Iteration 9Q: 3 clusters Score -14626.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -14628.646484 Penalty: 581.968811 Iteration 10Q: 3 clusters Score -14628.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14631.303711 Penalty: 581.968811 Iteration 11Q: 3 clusters Score -14631.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -14633.214844 Penalty: 581.968811 Iteration 12Q: 3 clusters Score -14633.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -14634.625000 Penalty: 581.968811 Iteration 13Q: 3 clusters Score -14634.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -14635.208984 Penalty: 581.968811 Iteration 14Q: 3 clusters Score -14635.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -14635.208984 Penalty: 581.968811 Iteration 15F: 3 clusters Score -14635.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4167 members Mstep: Class 3 contains 670 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7863 members Mstep: Class 6 contains 694 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 407 members Mstep: Class 9 contains 5966 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 628 members Mstep: Class 12 contains 36371 members Mstep: Class 13 contains 307 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5439 members Mstep: Class 17 contains 1450 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 599 members Entering Unmasked Estep ConsiderDeletion Score: -3032212.750000 Penalty: 9941.629883 Iteration 79Q: 20 clusters Score -3032213 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 4195 members Mstep: Class 3 contains 659 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7866 members Mstep: Class 6 contains 696 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 5984 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 659 members Mstep: Class 12 contains 36372 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5415 members Mstep: Class 17 contains 1440 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 586 members Entering Unmasked Estep ConsiderDeletion Score: -3032309.250000 Penalty: 9941.629883 Iteration 80F: 20 clusters Score -3032309 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 4218 members Mstep: Class 3 contains 646 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 695 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 6002 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 672 members Mstep: Class 12 contains 36380 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9423 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5393 members Mstep: Class 17 contains 1434 members Mstep: Class 18 contains 612 members Mstep: Class 19 contains 584 members Entering Unmasked Estep ConsiderDeletion Score: -3032341.500000 Penalty: 9941.629883 Iteration 81Q: 20 clusters Score -3032342 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 4237 members Mstep: Class 3 contains 632 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7869 members Mstep: Class 6 contains 697 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 6020 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 688 members Mstep: Class 12 contains 36397 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9405 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5363 members Mstep: Class 17 contains 1427 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 580 members Entering Unmasked Estep ConsiderDeletion Score: -3032364.750000 Penalty: 9941.629883 Iteration 82Q: 20 clusters Score -3032365 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 4259 members Mstep: Class 3 contains 614 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7870 members Mstep: Class 6 contains 698 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 6036 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 701 members Mstep: Class 12 contains 36396 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9395 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5340 members Mstep: Class 17 contains 1425 members Mstep: Class 18 contains 608 members Mstep: Class 19 contains 579 members Entering Unmasked Estep ConsiderDeletion Score: -3032369.500000 Penalty: 9941.629883 Iteration 83Q: 20 clusters Score -3032370 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 4285 members Mstep: Class 3 contains 598 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 699 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 6053 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 715 members Mstep: Class 12 contains 36386 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9391 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5318 members Mstep: Class 17 contains 1419 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -3032401.000000 Penalty: 9941.629883 Iteration 84Q: 20 clusters Score -3032401 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4305 members Mstep: Class 3 contains 583 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 703 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6059 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 36384 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9386 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5305 members Mstep: Class 17 contains 1410 members Mstep: Class 18 contains 601 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -3032422.750000 Penalty: 9941.629883 Iteration 85Q: 20 clusters Score -3032423 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 4327 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 705 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6068 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 741 members Mstep: Class 12 contains 36380 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9379 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5291 members Mstep: Class 17 contains 1406 members Mstep: Class 18 contains 599 members Mstep: Class 19 contains 577 members Entering Unmasked Estep ConsiderDeletion Score: -3032434.500000 Penalty: 9941.629883 Iteration 86Q: 20 clusters Score -3032434 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 4349 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6082 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 751 members Mstep: Class 12 contains 36362 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9382 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5283 members Mstep: Class 17 contains 1400 members Mstep: Class 18 contains 599 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -3032452.750000 Penalty: 9941.629883 Iteration 87Q: 20 clusters Score -3032453 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 4367 members Mstep: Class 3 contains 532 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 707 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6092 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36342 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9395 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5277 members Mstep: Class 17 contains 1393 members Mstep: Class 18 contains 601 members Mstep: Class 19 contains 576 members Entering Unmasked Estep ConsiderDeletion Score: -3032450.000000 Penalty: 9941.629883 Iteration 88Q: 20 clusters Score -3032450 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 4385 members Mstep: Class 3 contains 514 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7872 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 403 members Mstep: Class 9 contains 6108 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36318 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9412 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 1385 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -3032473.000000 Penalty: 9941.629883 Iteration 89Q: 20 clusters Score -3032473 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 4397 members Mstep: Class 3 contains 505 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 715 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6116 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36296 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9428 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5253 members Mstep: Class 17 contains 1378 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 580 members Entering Unmasked Estep ConsiderDeletion Score: -3032473.750000 Penalty: 9941.629883 Iteration 90Q: 20 clusters Score -3032474 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4409 members Mstep: Class 3 contains 496 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 720 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6129 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36283 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9440 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 1373 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 582 members Entering Unmasked Estep ConsiderDeletion Score: -3032484.500000 Penalty: 9941.629883 Iteration 91Q: 20 clusters Score -3032484 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4418 members Mstep: Class 3 contains 487 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6143 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36276 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5218 members Mstep: Class 17 contains 1366 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 583 members Entering Unmasked Estep ConsiderDeletion Score: -3032490.250000 Penalty: 9941.629883 Iteration 92Q: 20 clusters Score -3032490 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4427 members Mstep: Class 3 contains 478 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 736 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 403 members Mstep: Class 9 contains 6156 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36269 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9450 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5207 members Mstep: Class 17 contains 1359 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 583 members Entering Unmasked Estep ConsiderDeletion Score: -3032491.000000 Penalty: 9941.629883 Iteration 93Q: 20 clusters Score -3032491 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4436 members Mstep: Class 3 contains 472 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6172 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36261 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9455 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5189 members Mstep: Class 17 contains 1353 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 583 members Entering Unmasked Estep ConsiderDeletion Score: -3032516.000000 Penalty: 9941.629883 Iteration 94Q: 20 clusters Score -3032516 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4441 members Mstep: Class 3 contains 467 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6187 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36261 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5174 members Mstep: Class 17 contains 1345 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 584 members Entering Unmasked Estep ConsiderDeletion Score: -3032518.250000 Penalty: 9941.629883 Iteration 95Q: 20 clusters Score -3032518 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4444 members Mstep: Class 3 contains 464 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6216 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36260 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9450 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5155 members Mstep: Class 17 contains 1339 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 584 members Entering Unmasked Estep ConsiderDeletion Score: -3032526.250000 Penalty: 9941.629883 Iteration 96Q: 20 clusters Score -3032526 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4448 members Mstep: Class 3 contains 460 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 754 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6243 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36256 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5133 members Mstep: Class 17 contains 1334 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032532.250000 Penalty: 9941.629883 Iteration 97Q: 20 clusters Score -3032532 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4454 members Mstep: Class 3 contains 456 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 756 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6268 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36245 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9455 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5113 members Mstep: Class 17 contains 1330 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032536.500000 Penalty: 9941.629883 Iteration 98Q: 20 clusters Score -3032536 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4456 members Mstep: Class 3 contains 453 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 404 members Mstep: Class 9 contains 6296 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36241 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9456 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5089 members Mstep: Class 17 contains 1329 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032540.500000 Penalty: 9941.629883 Iteration 99Q: 20 clusters Score -3032540 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4460 members Mstep: Class 3 contains 450 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 759 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6318 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36231 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9458 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5074 members Mstep: Class 17 contains 1326 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032546.250000 Penalty: 9941.629883 Iteration 100F: 20 clusters Score -3032546 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4462 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 764 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6334 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36226 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9460 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5062 members Mstep: Class 17 contains 1320 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032541.000000 Penalty: 9941.629883 Iteration 101Q: 20 clusters Score -3032541 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4463 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 766 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6351 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36224 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5045 members Mstep: Class 17 contains 1317 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032549.250000 Penalty: 9941.629883 Iteration 102Q: 20 clusters Score -3032549 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4465 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6365 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36220 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5035 members Mstep: Class 17 contains 1315 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032558.500000 Penalty: 9941.629883 Iteration 103Q: 20 clusters Score -3032558 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4466 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6377 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36213 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5032 members Mstep: Class 17 contains 1313 members Mstep: Class 18 contains 604 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032553.750000 Penalty: 9941.629883 Iteration 104Q: 20 clusters Score -3032554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4467 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6381 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36208 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5034 members Mstep: Class 17 contains 1312 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032554.750000 Penalty: 9941.629883 Iteration 105Q: 20 clusters Score -3032555 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6383 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36203 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 1311 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032556.000000 Penalty: 9941.629883 Iteration 106Q: 20 clusters Score -3032556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6385 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36202 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 1310 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032558.000000 Penalty: 9941.629883 Iteration 107Q: 20 clusters Score -3032558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6386 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36202 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032557.000000 Penalty: 9941.629883 Iteration 108Q: 20 clusters Score -3032557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 2248 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6386 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36202 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Entering Unmasked Estep ConsiderDeletion Score: -3032557.000000 Penalty: 9941.629883 Iteration 109F: 20 clusters Score -3032557 nChanged 0 Entering ConstructFrom: Score: -3032557.000000 Penalty: 9941.629883 Entering ConstructFrom: Trying to split cluster 1 (1435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Entering Unmasked Estep Score: -47274.730469 Penalty: 330.735870 Iteration 0F: 2 clusters Score -47274.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -46184.691406 Penalty: 661.471741 Iteration 0F: 3 clusters Score -46184.69 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -46540.218750 Penalty: 661.471741 Iteration 1F: 3 clusters Score -46540.22 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -46607.457031 Penalty: 661.471741 Iteration 2F: 3 clusters Score -46607.46 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -46651.367188 Penalty: 661.471741 Iteration 3F: 3 clusters Score -46651.37 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -46687.675781 Penalty: 661.471741 Iteration 4Q: 3 clusters Score -46687.68 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -46713.414062 Penalty: 661.471741 Iteration 5Q: 3 clusters Score -46713.41 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -46744.660156 Penalty: 661.471741 Iteration 6Q: 3 clusters Score -46744.66 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -46776.066406 Penalty: 661.471741 Iteration 7Q: 3 clusters Score -46776.07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -46797.675781 Penalty: 661.471741 Iteration 8Q: 3 clusters Score -46797.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -46820.730469 Penalty: 661.471741 Iteration 9Q: 3 clusters Score -46820.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -46834.250000 Penalty: 661.471741 Iteration 10Q: 3 clusters Score -46834.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -46846.507812 Penalty: 661.471741 Iteration 11Q: 3 clusters Score -46846.51 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -46855.992188 Penalty: 661.471741 Iteration 12Q: 3 clusters Score -46855.99 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -46864.910156 Penalty: 661.471741 Iteration 13Q: 3 clusters Score -46864.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -46868.601562 Penalty: 661.471741 Iteration 14Q: 3 clusters Score -46868.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -46873.140625 Penalty: 661.471741 Iteration 15Q: 3 clusters Score -46873.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -46878.054688 Penalty: 661.471741 Iteration 16Q: 3 clusters Score -46878.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -46882.996094 Penalty: 661.471741 Iteration 17Q: 3 clusters Score -46883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -46884.597656 Penalty: 661.471741 Iteration 18Q: 3 clusters Score -46884.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -46884.777344 Penalty: 661.471741 Iteration 19Q: 3 clusters Score -46884.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -46884.777344 Penalty: 661.471741 Iteration 20F: 3 clusters Score -46884.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Entering Unmasked Estep Score: -150130.046875 Penalty: 382.413696 Iteration 0F: 2 clusters Score -150130 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 2150 members Entering Unmasked Estep Score: -147074.109375 Penalty: 764.827393 Iteration 0F: 3 clusters Score -147074.1 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -148378.140625 Penalty: 764.827393 Iteration 1F: 3 clusters Score -148378.1 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -148713.187500 Penalty: 764.827393 Iteration 2F: 3 clusters Score -148713.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -149051.281250 Penalty: 764.827393 Iteration 3F: 3 clusters Score -149051.3 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -149374.953125 Penalty: 764.827393 Iteration 4F: 3 clusters Score -149375 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -149624.390625 Penalty: 764.827393 Iteration 5F: 3 clusters Score -149624.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -149759.265625 Penalty: 764.827393 Iteration 6Q: 3 clusters Score -149759.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -149830.484375 Penalty: 764.827393 Iteration 7Q: 3 clusters Score -149830.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -149873.343750 Penalty: 764.827393 Iteration 8Q: 3 clusters Score -149873.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -149906.937500 Penalty: 764.827393 Iteration 9Q: 3 clusters Score -149906.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -149939.625000 Penalty: 764.827393 Iteration 10Q: 3 clusters Score -149939.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -149954.265625 Penalty: 764.827393 Iteration 11Q: 3 clusters Score -149954.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -149966.953125 Penalty: 764.827393 Iteration 12Q: 3 clusters Score -149967 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -149978.187500 Penalty: 764.827393 Iteration 13Q: 3 clusters Score -149978.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -149989.781250 Penalty: 764.827393 Iteration 14Q: 3 clusters Score -149989.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -150004.234375 Penalty: 764.827393 Iteration 15Q: 3 clusters Score -150004.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -150016.562500 Penalty: 764.827393 Iteration 16Q: 3 clusters Score -150016.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -150022.171875 Penalty: 764.827393 Iteration 17Q: 3 clusters Score -150022.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -150023.203125 Penalty: 764.827393 Iteration 18Q: 3 clusters Score -150023.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -150023.968750 Penalty: 764.827393 Iteration 19Q: 3 clusters Score -150024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -150024.890625 Penalty: 764.827393 Iteration 20F: 3 clusters Score -150024.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -150025.781250 Penalty: 764.827393 Iteration 21Q: 3 clusters Score -150025.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -150027.062500 Penalty: 764.827393 Iteration 22Q: 3 clusters Score -150027.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -150028.296875 Penalty: 764.827393 Iteration 23Q: 3 clusters Score -150028.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -150028.578125 Penalty: 764.827393 Iteration 24Q: 3 clusters Score -150028.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -150028.828125 Penalty: 764.827393 Iteration 25Q: 3 clusters Score -150028.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -150030.171875 Penalty: 764.827393 Iteration 26Q: 3 clusters Score -150030.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -150031.421875 Penalty: 764.827393 Iteration 27Q: 3 clusters Score -150031.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -150033.250000 Penalty: 764.827393 Iteration 28Q: 3 clusters Score -150033.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -150036.718750 Penalty: 764.827393 Iteration 29Q: 3 clusters Score -150036.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -150040.296875 Penalty: 764.827393 Iteration 30Q: 3 clusters Score -150040.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -150042.390625 Penalty: 764.827393 Iteration 31Q: 3 clusters Score -150042.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -150044.031250 Penalty: 764.827393 Iteration 32Q: 3 clusters Score -150044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -150048.265625 Penalty: 764.827393 Iteration 33Q: 3 clusters Score -150048.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -150053.390625 Penalty: 764.827393 Iteration 34Q: 3 clusters Score -150053.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -150059.000000 Penalty: 764.827393 Iteration 35Q: 3 clusters Score -150059 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -150066.671875 Penalty: 764.827393 Iteration 36Q: 3 clusters Score -150066.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -150076.078125 Penalty: 764.827393 Iteration 37Q: 3 clusters Score -150076.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -150085.250000 Penalty: 764.827393 Iteration 38Q: 3 clusters Score -150085.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -150091.328125 Penalty: 764.827393 Iteration 39Q: 3 clusters Score -150091.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -150097.562500 Penalty: 764.827393 Iteration 40F: 3 clusters Score -150097.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -150104.640625 Penalty: 764.827393 Iteration 41Q: 3 clusters Score -150104.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -150107.109375 Penalty: 764.827393 Iteration 42Q: 3 clusters Score -150107.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -150108.921875 Penalty: 764.827393 Iteration 43Q: 3 clusters Score -150108.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -150109.921875 Penalty: 764.827393 Iteration 44Q: 3 clusters Score -150109.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -150110.187500 Penalty: 764.827393 Iteration 45Q: 3 clusters Score -150110.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -150110.937500 Penalty: 764.827393 Iteration 46Q: 3 clusters Score -150110.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -150111.328125 Penalty: 764.827393 Iteration 47Q: 3 clusters Score -150111.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -150111.078125 Penalty: 764.827393 Iteration 48Q: 3 clusters Score -150111.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -150111.500000 Penalty: 764.827393 Iteration 49Q: 3 clusters Score -150111.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -150111.796875 Penalty: 764.827393 Iteration 50Q: 3 clusters Score -150111.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -150112.781250 Penalty: 764.827393 Iteration 51Q: 3 clusters Score -150112.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -150114.109375 Penalty: 764.827393 Iteration 52Q: 3 clusters Score -150114.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -150115.468750 Penalty: 764.827393 Iteration 53Q: 3 clusters Score -150115.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -150117.562500 Penalty: 764.827393 Iteration 54Q: 3 clusters Score -150117.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -150118.765625 Penalty: 764.827393 Iteration 55Q: 3 clusters Score -150118.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -150121.171875 Penalty: 764.827393 Iteration 56Q: 3 clusters Score -150121.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -150123.406250 Penalty: 764.827393 Iteration 57Q: 3 clusters Score -150123.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -150124.500000 Penalty: 764.827393 Iteration 58Q: 3 clusters Score -150124.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -150124.953125 Penalty: 764.827393 Iteration 59Q: 3 clusters Score -150125 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -150124.906250 Penalty: 764.827393 Iteration 60F: 3 clusters Score -150124.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -150125.187500 Penalty: 764.827393 Iteration 61Q: 3 clusters Score -150125.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -150125.140625 Penalty: 764.827393 Iteration 62Q: 3 clusters Score -150125.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -150125.140625 Penalty: 764.827393 Iteration 63F: 3 clusters Score -150125.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -14782.678711 Penalty: 277.869537 Iteration 0F: 2 clusters Score -14782.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14348.430664 Penalty: 555.739075 Iteration 0F: 3 clusters Score -14348.43 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -14520.391602 Penalty: 555.739075 Iteration 1F: 3 clusters Score -14520.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14567.062500 Penalty: 555.739075 Iteration 2F: 3 clusters Score -14567.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -14594.517578 Penalty: 555.739075 Iteration 3Q: 3 clusters Score -14594.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -14613.017578 Penalty: 555.739075 Iteration 4Q: 3 clusters Score -14613.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14629.331055 Penalty: 555.739075 Iteration 5Q: 3 clusters Score -14629.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -14637.144531 Penalty: 555.739075 Iteration 6Q: 3 clusters Score -14637.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -14643.662109 Penalty: 555.739075 Iteration 7Q: 3 clusters Score -14643.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -14647.453125 Penalty: 555.739075 Iteration 8Q: 3 clusters Score -14647.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -14648.161133 Penalty: 555.739075 Iteration 9Q: 3 clusters Score -14648.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -14648.161133 Penalty: 555.739075 Iteration 10F: 3 clusters Score -14648.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (17520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Entering Unmasked Estep Score: -574944.062500 Penalty: 444.584961 Iteration 0F: 2 clusters Score -574944.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -563357.312500 Penalty: 889.169922 Iteration 0F: 3 clusters Score -563357.3 nChanged 8263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -568263.687500 Penalty: 889.169922 Iteration 1F: 3 clusters Score -568263.7 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -568785.875000 Penalty: 889.169922 Iteration 2F: 3 clusters Score -568785.9 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -569456.437500 Penalty: 889.169922 Iteration 3F: 3 clusters Score -569456.4 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -570242.062500 Penalty: 889.169922 Iteration 4F: 3 clusters Score -570242.1 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -571124.750000 Penalty: 889.169922 Iteration 5F: 3 clusters Score -571124.8 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -571993.375000 Penalty: 889.169922 Iteration 6F: 3 clusters Score -571993.4 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -572587.687500 Penalty: 889.169922 Iteration 7Q: 3 clusters Score -572587.7 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -572899.562500 Penalty: 889.169922 Iteration 8Q: 3 clusters Score -572899.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -573102.375000 Penalty: 889.169922 Iteration 9Q: 3 clusters Score -573102.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 14794 members Entering Unmasked Estep Score: -573270.437500 Penalty: 889.169922 Iteration 10Q: 3 clusters Score -573270.4 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 15110 members Entering Unmasked Estep Score: -573424.000000 Penalty: 889.169922 Iteration 11Q: 3 clusters Score -573424 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 15426 members Entering Unmasked Estep Score: -573583.125000 Penalty: 889.169922 Iteration 12Q: 3 clusters Score -573583.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -573751.625000 Penalty: 889.169922 Iteration 13Q: 3 clusters Score -573751.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 16041 members Entering Unmasked Estep Score: -573934.750000 Penalty: 889.169922 Iteration 14Q: 3 clusters Score -573934.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -574099.312500 Penalty: 889.169922 Iteration 15Q: 3 clusters Score -574099.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 16528 members Entering Unmasked Estep Score: -574219.625000 Penalty: 889.169922 Iteration 16Q: 3 clusters Score -574219.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 16701 members Entering Unmasked Estep Score: -574301.375000 Penalty: 889.169922 Iteration 17Q: 3 clusters Score -574301.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -574353.937500 Penalty: 889.169922 Iteration 18Q: 3 clusters Score -574353.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -574402.000000 Penalty: 889.169922 Iteration 19Q: 3 clusters Score -574402 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 17014 members Entering Unmasked Estep Score: -574446.312500 Penalty: 889.169922 Iteration 20F: 3 clusters Score -574446.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -574484.437500 Penalty: 889.169922 Iteration 21Q: 3 clusters Score -574484.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -574513.250000 Penalty: 889.169922 Iteration 22Q: 3 clusters Score -574513.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 17188 members Entering Unmasked Estep Score: -574532.187500 Penalty: 889.169922 Iteration 23Q: 3 clusters Score -574532.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 17215 members Entering Unmasked Estep Score: -574544.500000 Penalty: 889.169922 Iteration 24Q: 3 clusters Score -574544.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 17240 members Entering Unmasked Estep Score: -574555.750000 Penalty: 889.169922 Iteration 25Q: 3 clusters Score -574555.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 17252 members Entering Unmasked Estep Score: -574563.000000 Penalty: 889.169922 Iteration 26Q: 3 clusters Score -574563 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 17262 members Entering Unmasked Estep Score: -574567.687500 Penalty: 889.169922 Iteration 27Q: 3 clusters Score -574567.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -574572.000000 Penalty: 889.169922 Iteration 28Q: 3 clusters Score -574572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -574573.062500 Penalty: 889.169922 Iteration 29Q: 3 clusters Score -574573.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 17279 members Entering Unmasked Estep Score: -574573.750000 Penalty: 889.169922 Iteration 30Q: 3 clusters Score -574573.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 17282 members Entering Unmasked Estep Score: -574573.687500 Penalty: 889.169922 Iteration 31Q: 3 clusters Score -574573.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -574574.000000 Penalty: 889.169922 Iteration 32Q: 3 clusters Score -574574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 17285 members Entering Unmasked Estep Score: -574574.875000 Penalty: 889.169922 Iteration 33Q: 3 clusters Score -574574.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -574575.562500 Penalty: 889.169922 Iteration 34Q: 3 clusters Score -574575.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 17288 members Entering Unmasked Estep Score: -574575.437500 Penalty: 889.169922 Iteration 35Q: 3 clusters Score -574575.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -574576.125000 Penalty: 889.169922 Iteration 36Q: 3 clusters Score -574576.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 17290 members Entering Unmasked Estep Score: -574576.125000 Penalty: 889.169922 Iteration 37F: 3 clusters Score -574576.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Entering Unmasked Estep Score: -280248.437500 Penalty: 408.200928 Iteration 0F: 2 clusters Score -280248.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -274982.062500 Penalty: 816.401855 Iteration 0F: 3 clusters Score -274982.1 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -277007.687500 Penalty: 816.401855 Iteration 1F: 3 clusters Score -277007.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -277137.437500 Penalty: 816.401855 Iteration 2Q: 3 clusters Score -277137.4 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -277263.718750 Penalty: 816.401855 Iteration 3Q: 3 clusters Score -277263.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -277386.625000 Penalty: 816.401855 Iteration 4Q: 3 clusters Score -277386.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -277549.843750 Penalty: 816.401855 Iteration 5Q: 3 clusters Score -277549.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -277734.562500 Penalty: 816.401855 Iteration 6Q: 3 clusters Score -277734.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -277989.906250 Penalty: 816.401855 Iteration 7Q: 3 clusters Score -277989.9 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -278256.250000 Penalty: 816.401855 Iteration 8F: 3 clusters Score -278256.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -278467.062500 Penalty: 816.401855 Iteration 9Q: 3 clusters Score -278467.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -278662.062500 Penalty: 816.401855 Iteration 10Q: 3 clusters Score -278662.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -278840.531250 Penalty: 816.401855 Iteration 11Q: 3 clusters Score -278840.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -278990.687500 Penalty: 816.401855 Iteration 12Q: 3 clusters Score -278990.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -279129.031250 Penalty: 816.401855 Iteration 13Q: 3 clusters Score -279129 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -279269.906250 Penalty: 816.401855 Iteration 14Q: 3 clusters Score -279269.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -279404.531250 Penalty: 816.401855 Iteration 15Q: 3 clusters Score -279404.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -279544.718750 Penalty: 816.401855 Iteration 16Q: 3 clusters Score -279544.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -279654.468750 Penalty: 816.401855 Iteration 17Q: 3 clusters Score -279654.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -279722.625000 Penalty: 816.401855 Iteration 18Q: 3 clusters Score -279722.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -279769.156250 Penalty: 816.401855 Iteration 19Q: 3 clusters Score -279769.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -279809.781250 Penalty: 816.401855 Iteration 20F: 3 clusters Score -279809.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -279835.406250 Penalty: 816.401855 Iteration 21Q: 3 clusters Score -279835.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -279856.406250 Penalty: 816.401855 Iteration 22Q: 3 clusters Score -279856.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -279865.218750 Penalty: 816.401855 Iteration 23Q: 3 clusters Score -279865.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -279870.875000 Penalty: 816.401855 Iteration 24Q: 3 clusters Score -279870.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -279872.718750 Penalty: 816.401855 Iteration 25Q: 3 clusters Score -279872.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -279876.125000 Penalty: 816.401855 Iteration 26Q: 3 clusters Score -279876.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -279879.250000 Penalty: 816.401855 Iteration 27Q: 3 clusters Score -279879.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -279880.218750 Penalty: 816.401855 Iteration 28Q: 3 clusters Score -279880.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -279882.093750 Penalty: 816.401855 Iteration 29Q: 3 clusters Score -279882.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -279884.406250 Penalty: 816.401855 Iteration 30Q: 3 clusters Score -279884.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -279886.218750 Penalty: 816.401855 Iteration 31Q: 3 clusters Score -279886.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -279887.687500 Penalty: 816.401855 Iteration 32Q: 3 clusters Score -279887.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -279887.812500 Penalty: 816.401855 Iteration 33Q: 3 clusters Score -279887.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -279888.843750 Penalty: 816.401855 Iteration 34Q: 3 clusters Score -279888.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -279894.750000 Penalty: 816.401855 Iteration 35Q: 3 clusters Score -279894.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -279896.000000 Penalty: 816.401855 Iteration 36Q: 3 clusters Score -279896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -279896.250000 Penalty: 816.401855 Iteration 37Q: 3 clusters Score -279896.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -279896.250000 Penalty: 816.401855 Iteration 38F: 3 clusters Score -279896.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -22005.902344 Penalty: 302.292419 Iteration 0F: 2 clusters Score -22005.9 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 377 members Entering Unmasked Estep Score: -21349.384766 Penalty: 604.584839 Iteration 0F: 3 clusters Score -21349.38 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -21589.208984 Penalty: 604.584839 Iteration 1F: 3 clusters Score -21589.21 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -21654.580078 Penalty: 604.584839 Iteration 2F: 3 clusters Score -21654.58 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -21703.230469 Penalty: 604.584839 Iteration 3F: 3 clusters Score -21703.23 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -21749.300781 Penalty: 604.584839 Iteration 4F: 3 clusters Score -21749.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -21786.000000 Penalty: 604.584839 Iteration 5Q: 3 clusters Score -21786 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -21801.810547 Penalty: 604.584839 Iteration 6Q: 3 clusters Score -21801.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -21814.060547 Penalty: 604.584839 Iteration 7Q: 3 clusters Score -21814.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -21818.220703 Penalty: 604.584839 Iteration 8Q: 3 clusters Score -21818.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -21820.658203 Penalty: 604.584839 Iteration 9Q: 3 clusters Score -21820.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -21823.181641 Penalty: 604.584839 Iteration 10Q: 3 clusters Score -21823.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -21826.009766 Penalty: 604.584839 Iteration 11Q: 3 clusters Score -21826.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -21826.117188 Penalty: 604.584839 Iteration 12Q: 3 clusters Score -21826.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -21826.332031 Penalty: 604.584839 Iteration 13Q: 3 clusters Score -21826.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -21826.564453 Penalty: 604.584839 Iteration 14Q: 3 clusters Score -21826.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -21827.580078 Penalty: 604.584839 Iteration 15Q: 3 clusters Score -21827.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -21828.982422 Penalty: 604.584839 Iteration 16Q: 3 clusters Score -21828.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -21829.523438 Penalty: 604.584839 Iteration 17Q: 3 clusters Score -21829.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -21829.523438 Penalty: 604.584839 Iteration 18F: 3 clusters Score -21829.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Entering Unmasked Estep Score: -67419.976562 Penalty: 351.159729 Iteration 0F: 2 clusters Score -67419.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -65821.007812 Penalty: 702.319458 Iteration 0F: 3 clusters Score -65821.01 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -66419.023438 Penalty: 702.319458 Iteration 1F: 3 clusters Score -66419.02 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -66511.406250 Penalty: 702.319458 Iteration 2F: 3 clusters Score -66511.41 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -66571.250000 Penalty: 702.319458 Iteration 3F: 3 clusters Score -66571.25 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -66617.914062 Penalty: 702.319458 Iteration 4Q: 3 clusters Score -66617.91 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -66662.437500 Penalty: 702.319458 Iteration 5Q: 3 clusters Score -66662.44 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -66709.898438 Penalty: 702.319458 Iteration 6Q: 3 clusters Score -66709.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -66850.226562 Penalty: 702.319458 Iteration 7Q: 3 clusters Score -66850.23 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -67086.265625 Penalty: 702.319458 Iteration 8F: 3 clusters Score -67086.27 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -67273.523438 Penalty: 702.319458 Iteration 9F: 3 clusters Score -67273.52 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -67382.398438 Penalty: 702.319458 Iteration 10F: 3 clusters Score -67382.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -67434.375000 Penalty: 702.319458 Iteration 11Q: 3 clusters Score -67434.38 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -67475.796875 Penalty: 702.319458 Iteration 12Q: 3 clusters Score -67475.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -67503.703125 Penalty: 702.319458 Iteration 13Q: 3 clusters Score -67503.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -67519.601562 Penalty: 702.319458 Iteration 14Q: 3 clusters Score -67519.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -67526.765625 Penalty: 702.319458 Iteration 15Q: 3 clusters Score -67526.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -67534.226562 Penalty: 702.319458 Iteration 16Q: 3 clusters Score -67534.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -67539.171875 Penalty: 702.319458 Iteration 17Q: 3 clusters Score -67539.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -67541.367188 Penalty: 702.319458 Iteration 18Q: 3 clusters Score -67541.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -67544.242188 Penalty: 702.319458 Iteration 19Q: 3 clusters Score -67544.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -67545.812500 Penalty: 702.319458 Iteration 20F: 3 clusters Score -67545.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -67547.320312 Penalty: 702.319458 Iteration 21Q: 3 clusters Score -67547.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -67547.484375 Penalty: 702.319458 Iteration 22Q: 3 clusters Score -67547.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -67547.828125 Penalty: 702.319458 Iteration 23Q: 3 clusters Score -67547.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -67548.187500 Penalty: 702.319458 Iteration 24Q: 3 clusters Score -67548.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -67548.617188 Penalty: 702.319458 Iteration 25Q: 3 clusters Score -67548.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -67549.414062 Penalty: 702.319458 Iteration 26Q: 3 clusters Score -67549.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -67551.656250 Penalty: 702.319458 Iteration 27Q: 3 clusters Score -67551.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -67552.390625 Penalty: 702.319458 Iteration 28Q: 3 clusters Score -67552.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -67552.796875 Penalty: 702.319458 Iteration 29Q: 3 clusters Score -67552.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -67553.492188 Penalty: 702.319458 Iteration 30Q: 3 clusters Score -67553.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -67555.656250 Penalty: 702.319458 Iteration 31Q: 3 clusters Score -67555.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -67559.445312 Penalty: 702.319458 Iteration 32Q: 3 clusters Score -67559.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -67561.546875 Penalty: 702.319458 Iteration 33Q: 3 clusters Score -67561.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -67561.796875 Penalty: 702.319458 Iteration 34Q: 3 clusters Score -67561.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -67561.796875 Penalty: 702.319458 Iteration 35F: 3 clusters Score -67561.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4468 members Mstep: Class 3 contains 449 members Mstep: Class 4 contains 17520 members Mstep: Class 5 contains 7875 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 234 members Mstep: Class 8 contains 405 members Mstep: Class 9 contains 6386 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 753 members Mstep: Class 12 contains 36202 members Mstep: Class 13 contains 307 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 2565 members Mstep: Class 16 contains 5037 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 585 members Mstep: Class 20 contains 2014 members Entering Unmasked Estep Score: -3032528.500000 Penalty: 10464.873047 Splitting cluster 7 changes total score from -3032557.000000 to -3032528.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -12281.817383 Penalty: 273.176880 Iteration 0F: 2 clusters Score -12281.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -11860.424805 Penalty: 546.353760 Iteration 0F: 3 clusters Score -11860.42 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -11949.395508 Penalty: 546.353760 Iteration 1F: 3 clusters Score -11949.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -11979.239258 Penalty: 546.353760 Iteration 2F: 3 clusters Score -11979.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -11994.940430 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -11994.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -12007.795898 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -12007.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12013.503906 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -12013.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -12016.320312 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -12016.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -12016.858398 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -12016.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -12017.075195 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -12017.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12017.458008 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -12017.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12023.068359 Penalty: 546.353760 Iteration 10Q: 3 clusters Score -12023.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12026.338867 Penalty: 546.353760 Iteration 11Q: 3 clusters Score -12026.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12027.873047 Penalty: 546.353760 Iteration 12Q: 3 clusters Score -12027.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12028.558594 Penalty: 546.353760 Iteration 13Q: 3 clusters Score -12028.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12028.871094 Penalty: 546.353760 Iteration 14Q: 3 clusters Score -12028.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12028.871094 Penalty: 546.353760 Iteration 15F: 3 clusters Score -12028.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Entering Unmasked Estep Score: -194991.328125 Penalty: 398.664795 Iteration 0F: 2 clusters Score -194991.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -190660.234375 Penalty: 797.329590 Iteration 0F: 3 clusters Score -190660.2 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -192359.828125 Penalty: 797.329590 Iteration 1F: 3 clusters Score -192359.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -192530.687500 Penalty: 797.329590 Iteration 2F: 3 clusters Score -192530.7 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -192706.265625 Penalty: 797.329590 Iteration 3F: 3 clusters Score -192706.3 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -192932.937500 Penalty: 797.329590 Iteration 4F: 3 clusters Score -192932.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -193239.031250 Penalty: 797.329590 Iteration 5F: 3 clusters Score -193239 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -193605.140625 Penalty: 797.329590 Iteration 6F: 3 clusters Score -193605.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -193870.031250 Penalty: 797.329590 Iteration 7Q: 3 clusters Score -193870 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -194027.921875 Penalty: 797.329590 Iteration 8Q: 3 clusters Score -194027.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -194127.671875 Penalty: 797.329590 Iteration 9Q: 3 clusters Score -194127.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -194197.781250 Penalty: 797.329590 Iteration 10Q: 3 clusters Score -194197.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -194269.906250 Penalty: 797.329590 Iteration 11Q: 3 clusters Score -194269.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -194325.109375 Penalty: 797.329590 Iteration 12Q: 3 clusters Score -194325.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -194380.015625 Penalty: 797.329590 Iteration 13Q: 3 clusters Score -194380 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -194424.640625 Penalty: 797.329590 Iteration 14Q: 3 clusters Score -194424.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -194460.015625 Penalty: 797.329590 Iteration 15Q: 3 clusters Score -194460 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -194487.718750 Penalty: 797.329590 Iteration 16Q: 3 clusters Score -194487.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -194503.359375 Penalty: 797.329590 Iteration 17Q: 3 clusters Score -194503.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -194519.359375 Penalty: 797.329590 Iteration 18Q: 3 clusters Score -194519.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -194537.750000 Penalty: 797.329590 Iteration 19Q: 3 clusters Score -194537.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -194553.656250 Penalty: 797.329590 Iteration 20F: 3 clusters Score -194553.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -194564.968750 Penalty: 797.329590 Iteration 21Q: 3 clusters Score -194565 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -194577.484375 Penalty: 797.329590 Iteration 22Q: 3 clusters Score -194577.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -194598.171875 Penalty: 797.329590 Iteration 23Q: 3 clusters Score -194598.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -194619.625000 Penalty: 797.329590 Iteration 24Q: 3 clusters Score -194619.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -194633.406250 Penalty: 797.329590 Iteration 25Q: 3 clusters Score -194633.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -194644.359375 Penalty: 797.329590 Iteration 26Q: 3 clusters Score -194644.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -194649.968750 Penalty: 797.329590 Iteration 27Q: 3 clusters Score -194650 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -194654.859375 Penalty: 797.329590 Iteration 28Q: 3 clusters Score -194654.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -194659.062500 Penalty: 797.329590 Iteration 29Q: 3 clusters Score -194659.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -194663.015625 Penalty: 797.329590 Iteration 30Q: 3 clusters Score -194663 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -194664.718750 Penalty: 797.329590 Iteration 31Q: 3 clusters Score -194664.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -194667.031250 Penalty: 797.329590 Iteration 32Q: 3 clusters Score -194667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -194670.484375 Penalty: 797.329590 Iteration 33Q: 3 clusters Score -194670.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -194672.546875 Penalty: 797.329590 Iteration 34Q: 3 clusters Score -194672.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -194675.484375 Penalty: 797.329590 Iteration 35Q: 3 clusters Score -194675.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -194680.671875 Penalty: 797.329590 Iteration 36Q: 3 clusters Score -194680.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -194682.171875 Penalty: 797.329590 Iteration 37Q: 3 clusters Score -194682.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -194683.703125 Penalty: 797.329590 Iteration 38Q: 3 clusters Score -194683.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -194687.625000 Penalty: 797.329590 Iteration 39Q: 3 clusters Score -194687.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -194691.406250 Penalty: 797.329590 Iteration 40F: 3 clusters Score -194691.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -194695.406250 Penalty: 797.329590 Iteration 41Q: 3 clusters Score -194695.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -194699.703125 Penalty: 797.329590 Iteration 42Q: 3 clusters Score -194699.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -194701.828125 Penalty: 797.329590 Iteration 43Q: 3 clusters Score -194701.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -194706.687500 Penalty: 797.329590 Iteration 44Q: 3 clusters Score -194706.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -194708.796875 Penalty: 797.329590 Iteration 45Q: 3 clusters Score -194708.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -194709.406250 Penalty: 797.329590 Iteration 46Q: 3 clusters Score -194709.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -194709.734375 Penalty: 797.329590 Iteration 47Q: 3 clusters Score -194709.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -194710.218750 Penalty: 797.329590 Iteration 48Q: 3 clusters Score -194710.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -194710.218750 Penalty: 797.329590 Iteration 49F: 3 clusters Score -194710.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Entering Unmasked Estep Score: -10916.035156 Penalty: 262.458618 Iteration 0F: 2 clusters Score -10916.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -10544.858398 Penalty: 524.917236 Iteration 0F: 3 clusters Score -10544.86 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -10614.056641 Penalty: 524.917236 Iteration 1F: 3 clusters Score -10614.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -10635.772461 Penalty: 524.917236 Iteration 2F: 3 clusters Score -10635.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -10658.652344 Penalty: 524.917236 Iteration 3Q: 3 clusters Score -10658.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -10668.380859 Penalty: 524.917236 Iteration 4Q: 3 clusters Score -10668.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10675.154297 Penalty: 524.917236 Iteration 5Q: 3 clusters Score -10675.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10677.405273 Penalty: 524.917236 Iteration 6Q: 3 clusters Score -10677.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -10683.355469 Penalty: 524.917236 Iteration 7Q: 3 clusters Score -10683.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10683.842773 Penalty: 524.917236 Iteration 8Q: 3 clusters Score -10683.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10684.042969 Penalty: 524.917236 Iteration 9Q: 3 clusters Score -10684.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10684.042969 Penalty: 524.917236 Iteration 10F: 3 clusters Score -10684.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Entering Unmasked Estep Score: -25641.587891 Penalty: 301.394989 Iteration 0F: 2 clusters Score -25641.59 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 371 members Entering Unmasked Estep Score: -24998.011719 Penalty: 602.789978 Iteration 0F: 3 clusters Score -24998.01 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -25182.650391 Penalty: 602.789978 Iteration 1F: 3 clusters Score -25182.65 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -25218.414062 Penalty: 602.789978 Iteration 2F: 3 clusters Score -25218.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -25228.695312 Penalty: 602.789978 Iteration 3Q: 3 clusters Score -25228.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -25236.417969 Penalty: 602.789978 Iteration 4Q: 3 clusters Score -25236.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -25246.136719 Penalty: 602.789978 Iteration 5Q: 3 clusters Score -25246.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -25256.035156 Penalty: 602.789978 Iteration 6Q: 3 clusters Score -25256.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -25260.511719 Penalty: 602.789978 Iteration 7Q: 3 clusters Score -25260.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -25264.398438 Penalty: 602.789978 Iteration 8Q: 3 clusters Score -25264.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -25267.255859 Penalty: 602.789978 Iteration 9Q: 3 clusters Score -25267.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -25269.912109 Penalty: 602.789978 Iteration 10Q: 3 clusters Score -25269.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -25276.199219 Penalty: 602.789978 Iteration 11Q: 3 clusters Score -25276.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -25286.126953 Penalty: 602.789978 Iteration 12Q: 3 clusters Score -25286.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -25306.332031 Penalty: 602.789978 Iteration 13Q: 3 clusters Score -25306.33 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -25326.208984 Penalty: 602.789978 Iteration 14Q: 3 clusters Score -25326.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -25333.658203 Penalty: 602.789978 Iteration 15Q: 3 clusters Score -25333.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -25336.324219 Penalty: 602.789978 Iteration 16Q: 3 clusters Score -25336.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -25339.923828 Penalty: 602.789978 Iteration 17Q: 3 clusters Score -25339.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -25345.240234 Penalty: 602.789978 Iteration 18Q: 3 clusters Score -25345.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -25353.484375 Penalty: 602.789978 Iteration 19Q: 3 clusters Score -25353.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -25356.763672 Penalty: 602.789978 Iteration 20F: 3 clusters Score -25356.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -25360.285156 Penalty: 602.789978 Iteration 21Q: 3 clusters Score -25360.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -25362.302734 Penalty: 602.789978 Iteration 22Q: 3 clusters Score -25362.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -25364.226562 Penalty: 602.789978 Iteration 23Q: 3 clusters Score -25364.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -25364.986328 Penalty: 602.789978 Iteration 24Q: 3 clusters Score -25364.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -25365.128906 Penalty: 602.789978 Iteration 25Q: 3 clusters Score -25365.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -25365.503906 Penalty: 602.789978 Iteration 26Q: 3 clusters Score -25365.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25366.724609 Penalty: 602.789978 Iteration 27Q: 3 clusters Score -25366.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25366.724609 Penalty: 602.789978 Iteration 28F: 3 clusters Score -25366.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (36202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36202 members Entering Unmasked Estep Score: -1186314.625000 Penalty: 477.607574 Iteration 0F: 2 clusters Score -1186315 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -1162061.000000 Penalty: 955.215149 Iteration 0F: 3 clusters Score -1162061 nChanged 17399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 20923 members Entering Unmasked Estep Score: -1172927.500000 Penalty: 955.215149 Iteration 1F: 3 clusters Score -1172928 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 22556 members Entering Unmasked Estep Score: -1174063.125000 Penalty: 955.215149 Iteration 2F: 3 clusters Score -1174063 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 24781 members Entering Unmasked Estep Score: -1175756.500000 Penalty: 955.215149 Iteration 3F: 3 clusters Score -1175756 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 27436 members Entering Unmasked Estep Score: -1177923.875000 Penalty: 955.215149 Iteration 4F: 3 clusters Score -1177924 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 30178 members Entering Unmasked Estep Score: -1180341.625000 Penalty: 955.215149 Iteration 5F: 3 clusters Score -1180342 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 32605 members Entering Unmasked Estep Score: -1182592.875000 Penalty: 955.215149 Iteration 6F: 3 clusters Score -1182593 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 34306 members Entering Unmasked Estep Score: -1184205.125000 Penalty: 955.215149 Iteration 7Q: 3 clusters Score -1184205 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 35332 members Entering Unmasked Estep Score: -1185170.625000 Penalty: 955.215149 Iteration 8Q: 3 clusters Score -1185171 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 35822 members Entering Unmasked Estep Score: -1185612.625000 Penalty: 955.215149 Iteration 9Q: 3 clusters Score -1185613 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 36006 members Entering Unmasked Estep Score: -1185776.000000 Penalty: 955.215149 Iteration 10Q: 3 clusters Score -1185776 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 36075 members Entering Unmasked Estep Score: -1185839.875000 Penalty: 955.215149 Iteration 11Q: 3 clusters Score -1185840 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 36097 members Entering Unmasked Estep Score: -1185865.500000 Penalty: 955.215149 Iteration 12Q: 3 clusters Score -1185866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 36104 members Entering Unmasked Estep Score: -1185883.875000 Penalty: 955.215149 Iteration 13Q: 3 clusters Score -1185884 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 36114 members Entering Unmasked Estep Score: -1185902.375000 Penalty: 955.215149 Iteration 14Q: 3 clusters Score -1185902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 36115 members Entering Unmasked Estep Score: -1185907.125000 Penalty: 955.215149 Iteration 15Q: 3 clusters Score -1185907 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 36118 members Entering Unmasked Estep Score: -1185912.250000 Penalty: 955.215149 Iteration 16Q: 3 clusters Score -1185912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 36121 members Entering Unmasked Estep Score: -1185917.875000 Penalty: 955.215149 Iteration 17Q: 3 clusters Score -1185918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 36121 members Entering Unmasked Estep Score: -1185919.125000 Penalty: 955.215149 Iteration 18Q: 3 clusters Score -1185919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 36122 members Entering Unmasked Estep Score: -1185923.375000 Penalty: 955.215149 Iteration 19Q: 3 clusters Score -1185923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 36124 members Entering Unmasked Estep Score: -1185926.750000 Penalty: 955.215149 Iteration 20F: 3 clusters Score -1185927 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 36125 members Entering Unmasked Estep Score: -1185928.750000 Penalty: 955.215149 Iteration 21Q: 3 clusters Score -1185929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 36126 members Entering Unmasked Estep Score: -1185928.750000 Penalty: 955.215149 Iteration 22Q: 3 clusters Score -1185929 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 36126 members Entering Unmasked Estep Score: -1185928.750000 Penalty: 955.215149 Iteration 23F: 3 clusters Score -1185929 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Entering Unmasked Estep Score: -9205.071289 Penalty: 260.571564 Iteration 0F: 2 clusters Score -9205.071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -8859.422852 Penalty: 521.143127 Iteration 0F: 3 clusters Score -8859.423 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -8956.041016 Penalty: 521.143127 Iteration 1F: 3 clusters Score -8956.041 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -8977.117188 Penalty: 521.143127 Iteration 2F: 3 clusters Score -8977.117 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -8991.361328 Penalty: 521.143127 Iteration 3Q: 3 clusters Score -8991.361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -8995.665039 Penalty: 521.143127 Iteration 4Q: 3 clusters Score -8995.665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -9003.628906 Penalty: 521.143127 Iteration 5Q: 3 clusters Score -9003.629 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -9007.550781 Penalty: 521.143127 Iteration 6Q: 3 clusters Score -9007.551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -9008.753906 Penalty: 521.143127 Iteration 7Q: 3 clusters Score -9008.754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9010.933594 Penalty: 521.143127 Iteration 8Q: 3 clusters Score -9010.934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9013.120117 Penalty: 521.143127 Iteration 9Q: 3 clusters Score -9013.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9017.576172 Penalty: 521.143127 Iteration 10Q: 3 clusters Score -9017.576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -9030.645508 Penalty: 521.143127 Iteration 11Q: 3 clusters Score -9030.646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9033.350586 Penalty: 521.143127 Iteration 12Q: 3 clusters Score -9033.351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9034.512695 Penalty: 521.143127 Iteration 13Q: 3 clusters Score -9034.513 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9034.512695 Penalty: 521.143127 Iteration 14F: 3 clusters Score -9034.513 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9461 members Entering Unmasked Estep Score: -323064.718750 Penalty: 416.549438 Iteration 0F: 2 clusters Score -323064.7 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 4787 members Entering Unmasked Estep Score: -316773.156250 Penalty: 833.098877 Iteration 0F: 3 clusters Score -316773.2 nChanged 4426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -319545.812500 Penalty: 833.098877 Iteration 1F: 3 clusters Score -319545.8 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -319913.281250 Penalty: 833.098877 Iteration 2F: 3 clusters Score -319913.3 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -320331.781250 Penalty: 833.098877 Iteration 3F: 3 clusters Score -320331.8 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -320807.625000 Penalty: 833.098877 Iteration 4F: 3 clusters Score -320807.6 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -321290.000000 Penalty: 833.098877 Iteration 5F: 3 clusters Score -321290 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -321750.062500 Penalty: 833.098877 Iteration 6F: 3 clusters Score -321750.1 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -322167.343750 Penalty: 833.098877 Iteration 7F: 3 clusters Score -322167.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -322465.125000 Penalty: 833.098877 Iteration 8Q: 3 clusters Score -322465.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -322683.875000 Penalty: 833.098877 Iteration 9Q: 3 clusters Score -322683.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -322810.687500 Penalty: 833.098877 Iteration 10Q: 3 clusters Score -322810.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -322879.093750 Penalty: 833.098877 Iteration 11Q: 3 clusters Score -322879.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -322899.000000 Penalty: 833.098877 Iteration 12Q: 3 clusters Score -322899 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -322910.062500 Penalty: 833.098877 Iteration 13Q: 3 clusters Score -322910.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -322917.406250 Penalty: 833.098877 Iteration 14Q: 3 clusters Score -322917.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -322919.968750 Penalty: 833.098877 Iteration 15Q: 3 clusters Score -322920 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -322924.750000 Penalty: 833.098877 Iteration 16Q: 3 clusters Score -322924.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -322927.718750 Penalty: 833.098877 Iteration 17Q: 3 clusters Score -322927.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -322929.656250 Penalty: 833.098877 Iteration 18Q: 3 clusters Score -322929.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -322937.312500 Penalty: 833.098877 Iteration 19Q: 3 clusters Score -322937.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -322942.062500 Penalty: 833.098877 Iteration 20F: 3 clusters Score -322942.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -322944.718750 Penalty: 833.098877 Iteration 21Q: 3 clusters Score -322944.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -322945.375000 Penalty: 833.098877 Iteration 22Q: 3 clusters Score -322945.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -322947.000000 Penalty: 833.098877 Iteration 23Q: 3 clusters Score -322947 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -322950.093750 Penalty: 833.098877 Iteration 24Q: 3 clusters Score -322950.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -322952.125000 Penalty: 833.098877 Iteration 25Q: 3 clusters Score -322952.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -322954.156250 Penalty: 833.098877 Iteration 26Q: 3 clusters Score -322954.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -322954.687500 Penalty: 833.098877 Iteration 27Q: 3 clusters Score -322954.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -322954.687500 Penalty: 833.098877 Iteration 28Q: 3 clusters Score -322954.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -322955.250000 Penalty: 833.098877 Iteration 29Q: 3 clusters Score -322955.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -322956.093750 Penalty: 833.098877 Iteration 30Q: 3 clusters Score -322956.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -322956.593750 Penalty: 833.098877 Iteration 31Q: 3 clusters Score -322956.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -322957.625000 Penalty: 833.098877 Iteration 32Q: 3 clusters Score -322957.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -322957.500000 Penalty: 833.098877 Iteration 33Q: 3 clusters Score -322957.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -322957.843750 Penalty: 833.098877 Iteration 34Q: 3 clusters Score -322957.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -322957.218750 Penalty: 833.098877 Iteration 35Q: 3 clusters Score -322957.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -322957.718750 Penalty: 833.098877 Iteration 36Q: 3 clusters Score -322957.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -322958.875000 Penalty: 833.098877 Iteration 37Q: 3 clusters Score -322958.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -322959.468750 Penalty: 833.098877 Iteration 38Q: 3 clusters Score -322959.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -322959.406250 Penalty: 833.098877 Iteration 39Q: 3 clusters Score -322959.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -322960.218750 Penalty: 833.098877 Iteration 40F: 3 clusters Score -322960.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 9083 members Entering Unmasked Estep Score: -322960.250000 Penalty: 833.098877 Iteration 41Q: 3 clusters Score -322960.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -322961.031250 Penalty: 833.098877 Iteration 42Q: 3 clusters Score -322961 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -322961.156250 Penalty: 833.098877 Iteration 43Q: 3 clusters Score -322961.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -322961.562500 Penalty: 833.098877 Iteration 44Q: 3 clusters Score -322961.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -322961.562500 Penalty: 833.098877 Iteration 45F: 3 clusters Score -322961.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Entering Unmasked Estep Score: -90931.335938 Penalty: 357.161987 Iteration 0F: 2 clusters Score -90931.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -89143.671875 Penalty: 714.323975 Iteration 0F: 3 clusters Score -89143.67 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -89786.484375 Penalty: 714.323975 Iteration 1F: 3 clusters Score -89786.48 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -89885.460938 Penalty: 714.323975 Iteration 2F: 3 clusters Score -89885.46 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -89954.054688 Penalty: 714.323975 Iteration 3F: 3 clusters Score -89954.05 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -90003.343750 Penalty: 714.323975 Iteration 4Q: 3 clusters Score -90003.34 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -90051.234375 Penalty: 714.323975 Iteration 5Q: 3 clusters Score -90051.23 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -90110.343750 Penalty: 714.323975 Iteration 6Q: 3 clusters Score -90110.34 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -90173.093750 Penalty: 714.323975 Iteration 7Q: 3 clusters Score -90173.09 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -90223.070312 Penalty: 714.323975 Iteration 8Q: 3 clusters Score -90223.07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -90279.109375 Penalty: 714.323975 Iteration 9Q: 3 clusters Score -90279.11 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -90338.929688 Penalty: 714.323975 Iteration 10Q: 3 clusters Score -90338.93 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -90379.148438 Penalty: 714.323975 Iteration 11Q: 3 clusters Score -90379.15 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -90401.218750 Penalty: 714.323975 Iteration 12Q: 3 clusters Score -90401.22 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -90409.015625 Penalty: 714.323975 Iteration 13Q: 3 clusters Score -90409.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -90412.695312 Penalty: 714.323975 Iteration 14Q: 3 clusters Score -90412.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -90415.726562 Penalty: 714.323975 Iteration 15Q: 3 clusters Score -90415.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -90418.343750 Penalty: 714.323975 Iteration 16Q: 3 clusters Score -90418.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -90422.664062 Penalty: 714.323975 Iteration 17Q: 3 clusters Score -90422.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -90426.453125 Penalty: 714.323975 Iteration 18Q: 3 clusters Score -90426.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -90429.390625 Penalty: 714.323975 Iteration 19Q: 3 clusters Score -90429.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -90430.867188 Penalty: 714.323975 Iteration 20F: 3 clusters Score -90430.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -90433.273438 Penalty: 714.323975 Iteration 21Q: 3 clusters Score -90433.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -90433.835938 Penalty: 714.323975 Iteration 22Q: 3 clusters Score -90433.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -90434.796875 Penalty: 714.323975 Iteration 23Q: 3 clusters Score -90434.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -90435.234375 Penalty: 714.323975 Iteration 24Q: 3 clusters Score -90435.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -90435.234375 Penalty: 714.323975 Iteration 25F: 3 clusters Score -90435.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Entering Unmasked Estep Score: -162258.796875 Penalty: 387.867737 Iteration 0F: 2 clusters Score -162258.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -158855.718750 Penalty: 775.735474 Iteration 0F: 3 clusters Score -158855.7 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -160109.031250 Penalty: 775.735474 Iteration 1F: 3 clusters Score -160109 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -160237.093750 Penalty: 775.735474 Iteration 2F: 3 clusters Score -160237.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -160354.250000 Penalty: 775.735474 Iteration 3F: 3 clusters Score -160354.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -160508.890625 Penalty: 775.735474 Iteration 4F: 3 clusters Score -160508.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -160715.828125 Penalty: 775.735474 Iteration 5F: 3 clusters Score -160715.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -160920.734375 Penalty: 775.735474 Iteration 6F: 3 clusters Score -160920.7 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -161151.265625 Penalty: 775.735474 Iteration 7F: 3 clusters Score -161151.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -161374.156250 Penalty: 775.735474 Iteration 8Q: 3 clusters Score -161374.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -161539.875000 Penalty: 775.735474 Iteration 9Q: 3 clusters Score -161539.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -161636.250000 Penalty: 775.735474 Iteration 10Q: 3 clusters Score -161636.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -161703.421875 Penalty: 775.735474 Iteration 11Q: 3 clusters Score -161703.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -161752.312500 Penalty: 775.735474 Iteration 12Q: 3 clusters Score -161752.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -161774.703125 Penalty: 775.735474 Iteration 13Q: 3 clusters Score -161774.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -161791.015625 Penalty: 775.735474 Iteration 14Q: 3 clusters Score -161791 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -161800.750000 Penalty: 775.735474 Iteration 15Q: 3 clusters Score -161800.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -161808.093750 Penalty: 775.735474 Iteration 16Q: 3 clusters Score -161808.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -161815.812500 Penalty: 775.735474 Iteration 17Q: 3 clusters Score -161815.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -161823.765625 Penalty: 775.735474 Iteration 18Q: 3 clusters Score -161823.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -161832.156250 Penalty: 775.735474 Iteration 19Q: 3 clusters Score -161832.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -161843.218750 Penalty: 775.735474 Iteration 20F: 3 clusters Score -161843.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -161850.593750 Penalty: 775.735474 Iteration 21Q: 3 clusters Score -161850.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -161859.062500 Penalty: 775.735474 Iteration 22Q: 3 clusters Score -161859.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -161868.718750 Penalty: 775.735474 Iteration 23Q: 3 clusters Score -161868.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -161875.031250 Penalty: 775.735474 Iteration 24Q: 3 clusters Score -161875 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -161880.296875 Penalty: 775.735474 Iteration 25Q: 3 clusters Score -161880.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -161885.937500 Penalty: 775.735474 Iteration 26Q: 3 clusters Score -161885.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -161890.953125 Penalty: 775.735474 Iteration 27Q: 3 clusters Score -161891 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -161894.515625 Penalty: 775.735474 Iteration 28Q: 3 clusters Score -161894.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -161896.062500 Penalty: 775.735474 Iteration 29Q: 3 clusters Score -161896.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -161897.062500 Penalty: 775.735474 Iteration 30Q: 3 clusters Score -161897.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -161899.031250 Penalty: 775.735474 Iteration 31Q: 3 clusters Score -161899 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -161901.156250 Penalty: 775.735474 Iteration 32Q: 3 clusters Score -161901.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -161902.281250 Penalty: 775.735474 Iteration 33Q: 3 clusters Score -161902.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -161902.968750 Penalty: 775.735474 Iteration 34Q: 3 clusters Score -161903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -161903.328125 Penalty: 775.735474 Iteration 35Q: 3 clusters Score -161903.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -161903.421875 Penalty: 775.735474 Iteration 36Q: 3 clusters Score -161903.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -161903.500000 Penalty: 775.735474 Iteration 37Q: 3 clusters Score -161903.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -161904.484375 Penalty: 775.735474 Iteration 38Q: 3 clusters Score -161904.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -161905.671875 Penalty: 775.735474 Iteration 39Q: 3 clusters Score -161905.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -161906.953125 Penalty: 775.735474 Iteration 40F: 3 clusters Score -161907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -161907.625000 Penalty: 775.735474 Iteration 41Q: 3 clusters Score -161907.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -161910.156250 Penalty: 775.735474 Iteration 42Q: 3 clusters Score -161910.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -161911.781250 Penalty: 775.735474 Iteration 43Q: 3 clusters Score -161911.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -161914.125000 Penalty: 775.735474 Iteration 44Q: 3 clusters Score -161914.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -161916.109375 Penalty: 775.735474 Iteration 45Q: 3 clusters Score -161916.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -161917.484375 Penalty: 775.735474 Iteration 46Q: 3 clusters Score -161917.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -161919.140625 Penalty: 775.735474 Iteration 47Q: 3 clusters Score -161919.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -161919.812500 Penalty: 775.735474 Iteration 48Q: 3 clusters Score -161919.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -161920.734375 Penalty: 775.735474 Iteration 49Q: 3 clusters Score -161920.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -161921.203125 Penalty: 775.735474 Iteration 50Q: 3 clusters Score -161921.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -161921.421875 Penalty: 775.735474 Iteration 51Q: 3 clusters Score -161921.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -161922.015625 Penalty: 775.735474 Iteration 52Q: 3 clusters Score -161922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -161922.015625 Penalty: 775.735474 Iteration 53F: 3 clusters Score -161922 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -35520.804688 Penalty: 326.519592 Iteration 0F: 2 clusters Score -35520.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -34578.644531 Penalty: 653.039185 Iteration 0F: 3 clusters Score -34578.64 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -35052.828125 Penalty: 653.039185 Iteration 1F: 3 clusters Score -35052.83 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -35156.394531 Penalty: 653.039185 Iteration 2F: 3 clusters Score -35156.39 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -35206.882812 Penalty: 653.039185 Iteration 3F: 3 clusters Score -35206.88 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -35243.800781 Penalty: 653.039185 Iteration 4Q: 3 clusters Score -35243.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -35270.488281 Penalty: 653.039185 Iteration 5Q: 3 clusters Score -35270.49 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -35303.441406 Penalty: 653.039185 Iteration 6Q: 3 clusters Score -35303.44 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -35330.179688 Penalty: 653.039185 Iteration 7Q: 3 clusters Score -35330.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -35343.449219 Penalty: 653.039185 Iteration 8Q: 3 clusters Score -35343.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -35352.496094 Penalty: 653.039185 Iteration 9Q: 3 clusters Score -35352.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -35355.468750 Penalty: 653.039185 Iteration 10Q: 3 clusters Score -35355.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -35358.988281 Penalty: 653.039185 Iteration 11Q: 3 clusters Score -35358.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -35361.492188 Penalty: 653.039185 Iteration 12Q: 3 clusters Score -35361.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -35362.910156 Penalty: 653.039185 Iteration 13Q: 3 clusters Score -35362.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -35364.328125 Penalty: 653.039185 Iteration 14Q: 3 clusters Score -35364.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -35365.546875 Penalty: 653.039185 Iteration 15Q: 3 clusters Score -35365.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -35370.363281 Penalty: 653.039185 Iteration 16F: 3 clusters Score -35370.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -35375.253906 Penalty: 653.039185 Iteration 17Q: 3 clusters Score -35375.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -35375.855469 Penalty: 653.039185 Iteration 18Q: 3 clusters Score -35375.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -35376.210938 Penalty: 653.039185 Iteration 19Q: 3 clusters Score -35376.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -35378.601562 Penalty: 653.039185 Iteration 20F: 3 clusters Score -35378.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -35379.812500 Penalty: 653.039185 Iteration 21Q: 3 clusters Score -35379.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -35380.343750 Penalty: 653.039185 Iteration 22Q: 3 clusters Score -35380.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -35380.656250 Penalty: 653.039185 Iteration 23Q: 3 clusters Score -35380.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -35380.656250 Penalty: 653.039185 Iteration 24F: 3 clusters Score -35380.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Entering Unmasked Estep Score: -19925.757812 Penalty: 291.287231 Iteration 0F: 2 clusters Score -19925.76 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 317 members Entering Unmasked Estep Score: -19360.179688 Penalty: 582.574463 Iteration 0F: 3 clusters Score -19360.18 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -19507.935547 Penalty: 582.574463 Iteration 1F: 3 clusters Score -19507.94 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -19547.726562 Penalty: 582.574463 Iteration 2F: 3 clusters Score -19547.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -19572.525391 Penalty: 582.574463 Iteration 3F: 3 clusters Score -19572.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19591.273438 Penalty: 582.574463 Iteration 4Q: 3 clusters Score -19591.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19599.619141 Penalty: 582.574463 Iteration 5Q: 3 clusters Score -19599.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19609.960938 Penalty: 582.574463 Iteration 6Q: 3 clusters Score -19609.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -19618.353516 Penalty: 582.574463 Iteration 7Q: 3 clusters Score -19618.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19625.496094 Penalty: 582.574463 Iteration 8Q: 3 clusters Score -19625.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19633.212891 Penalty: 582.574463 Iteration 9Q: 3 clusters Score -19633.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19642.763672 Penalty: 582.574463 Iteration 10Q: 3 clusters Score -19642.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -19651.449219 Penalty: 582.574463 Iteration 11Q: 3 clusters Score -19651.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19662.107422 Penalty: 582.574463 Iteration 12Q: 3 clusters Score -19662.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -19679.935547 Penalty: 582.574463 Iteration 13Q: 3 clusters Score -19679.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19686.751953 Penalty: 582.574463 Iteration 14Q: 3 clusters Score -19686.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19692.345703 Penalty: 582.574463 Iteration 15Q: 3 clusters Score -19692.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -19699.792969 Penalty: 582.574463 Iteration 16Q: 3 clusters Score -19699.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -19711.753906 Penalty: 582.574463 Iteration 17Q: 3 clusters Score -19711.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19724.507812 Penalty: 582.574463 Iteration 18Q: 3 clusters Score -19724.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19735.945312 Penalty: 582.574463 Iteration 19Q: 3 clusters Score -19735.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19749.791016 Penalty: 582.574463 Iteration 20F: 3 clusters Score -19749.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19760.468750 Penalty: 582.574463 Iteration 21Q: 3 clusters Score -19760.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19765.078125 Penalty: 582.574463 Iteration 22Q: 3 clusters Score -19765.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19768.375000 Penalty: 582.574463 Iteration 23Q: 3 clusters Score -19768.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19771.244141 Penalty: 582.574463 Iteration 24Q: 3 clusters Score -19771.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -19772.148438 Penalty: 582.574463 Iteration 25Q: 3 clusters Score -19772.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -19772.386719 Penalty: 582.574463 Iteration 26Q: 3 clusters Score -19772.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -19772.386719 Penalty: 582.574463 Iteration 27F: 3 clusters Score -19772.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -14464.625000 Penalty: 289.908356 Iteration 0F: 2 clusters Score -14464.62 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 298 members Entering Unmasked Estep Score: -13958.488281 Penalty: 579.816711 Iteration 0F: 3 clusters Score -13958.49 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -14170.620117 Penalty: 579.816711 Iteration 1F: 3 clusters Score -14170.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14201.888672 Penalty: 579.816711 Iteration 2F: 3 clusters Score -14201.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -14223.338867 Penalty: 579.816711 Iteration 3Q: 3 clusters Score -14223.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -14230.044922 Penalty: 579.816711 Iteration 4Q: 3 clusters Score -14230.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -14237.739258 Penalty: 579.816711 Iteration 5Q: 3 clusters Score -14237.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -14248.369141 Penalty: 579.816711 Iteration 6Q: 3 clusters Score -14248.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -14256.929688 Penalty: 579.816711 Iteration 7Q: 3 clusters Score -14256.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -14266.973633 Penalty: 579.816711 Iteration 8Q: 3 clusters Score -14266.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -14269.824219 Penalty: 579.816711 Iteration 9Q: 3 clusters Score -14269.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14272.741211 Penalty: 579.816711 Iteration 10Q: 3 clusters Score -14272.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -14272.885742 Penalty: 579.816711 Iteration 11Q: 3 clusters Score -14272.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -14272.885742 Penalty: 579.816711 Iteration 12F: 3 clusters Score -14272.89 nChanged 0 20->20 Clusters: Score -3032557.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 98702 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 5045 members Mstep: Class 3 contains 4869 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 4953 members Mstep: Class 6 contains 4867 members Mstep: Class 7 contains 4816 members Mstep: Class 8 contains 5036 members Mstep: Class 9 contains 4983 members Mstep: Class 10 contains 4897 members Mstep: Class 11 contains 4973 members Mstep: Class 12 contains 4901 members Mstep: Class 13 contains 5014 members Mstep: Class 14 contains 4875 members Mstep: Class 15 contains 5058 members Mstep: Class 16 contains 4822 members Mstep: Class 17 contains 4839 members Mstep: Class 18 contains 4836 members Mstep: Class 19 contains 4997 members Mstep: Class 20 contains 4983 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 80.070862 but Gain 523.243164 Score: -2623840.250000 Penalty: 9941.629883 Iteration 0F: 20 clusters Score -2623840 nChanged 92888 Entering Unmasked Mstep Mstep: Class 0 contains 329 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 6260 members Mstep: Class 4 contains 5525 members Mstep: Class 5 contains 1718 members Mstep: Class 6 contains 2236 members Mstep: Class 7 contains 3320 members Mstep: Class 8 contains 5291 members Mstep: Class 9 contains 5888 members Mstep: Class 10 contains 5859 members Mstep: Class 11 contains 7153 members Mstep: Class 12 contains 5364 members Mstep: Class 13 contains 5513 members Mstep: Class 14 contains 3886 members Mstep: Class 15 contains 4942 members Mstep: Class 16 contains 7337 members Mstep: Class 17 contains 3036 members Mstep: Class 18 contains 1783 members Mstep: Class 19 contains 4372 members Mstep: Class 20 contains 16304 members Entering Unmasked Estep ConsiderDeletion Score: -2854293.750000 Penalty: 9941.629883 Iteration 1F: 20 clusters Score -2854294 nChanged 28236 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 7150 members Mstep: Class 4 contains 5622 members Mstep: Class 5 contains 960 members Mstep: Class 6 contains 1933 members Mstep: Class 7 contains 3109 members Mstep: Class 8 contains 5671 members Mstep: Class 9 contains 6230 members Mstep: Class 10 contains 4720 members Mstep: Class 11 contains 5944 members Mstep: Class 12 contains 6857 members Mstep: Class 13 contains 5372 members Mstep: Class 14 contains 3903 members Mstep: Class 15 contains 4296 members Mstep: Class 16 contains 6937 members Mstep: Class 17 contains 3286 members Mstep: Class 18 contains 1621 members Mstep: Class 19 contains 4111 members Mstep: Class 20 contains 18206 members Entering Unmasked Estep ConsiderDeletion Score: -2895276.000000 Penalty: 9941.629883 Iteration 2F: 20 clusters Score -2895276 nChanged 19592 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 7590 members Mstep: Class 4 contains 5648 members Mstep: Class 5 contains 638 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 3027 members Mstep: Class 8 contains 5476 members Mstep: Class 9 contains 6639 members Mstep: Class 10 contains 4319 members Mstep: Class 11 contains 4679 members Mstep: Class 12 contains 8588 members Mstep: Class 13 contains 6141 members Mstep: Class 14 contains 3599 members Mstep: Class 15 contains 3566 members Mstep: Class 16 contains 6170 members Mstep: Class 17 contains 3595 members Mstep: Class 18 contains 1666 members Mstep: Class 19 contains 3662 members Mstep: Class 20 contains 19514 members Entering Unmasked Estep ConsiderDeletion Score: -2916408.500000 Penalty: 9941.629883 Iteration 3F: 20 clusters Score -2916408 nChanged 15029 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 7497 members Mstep: Class 4 contains 5508 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 1734 members Mstep: Class 7 contains 2963 members Mstep: Class 8 contains 4892 members Mstep: Class 9 contains 7062 members Mstep: Class 10 contains 4456 members Mstep: Class 11 contains 4169 members Mstep: Class 12 contains 9718 members Mstep: Class 13 contains 7007 members Mstep: Class 14 contains 3247 members Mstep: Class 15 contains 2983 members Mstep: Class 16 contains 5363 members Mstep: Class 17 contains 3878 members Mstep: Class 18 contains 1759 members Mstep: Class 19 contains 3305 members Mstep: Class 20 contains 20818 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 464.664307 but Gain 523.244141 Score: -2930239.750000 Penalty: 9418.385742 Iteration 4F: 19 clusters Score -2930240 nChanged 12843 Entering Unmasked Mstep Mstep: Class 0 contains 77 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 7044 members Mstep: Class 4 contains 5256 members Mstep: Class 6 contains 1690 members Mstep: Class 7 contains 2800 members Mstep: Class 8 contains 4097 members Mstep: Class 9 contains 7174 members Mstep: Class 10 contains 4679 members Mstep: Class 11 contains 4435 members Mstep: Class 12 contains 10291 members Mstep: Class 13 contains 8417 members Mstep: Class 14 contains 2880 members Mstep: Class 15 contains 2555 members Mstep: Class 16 contains 4559 members Mstep: Class 17 contains 4160 members Mstep: Class 18 contains 1991 members Mstep: Class 19 contains 3182 members Mstep: Class 20 contains 22132 members Entering Unmasked Estep ConsiderDeletion Score: -2942444.750000 Penalty: 9418.385742 Iteration 5F: 19 clusters Score -2942445 nChanged 11494 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 6425 members Mstep: Class 4 contains 4802 members Mstep: Class 6 contains 1848 members Mstep: Class 7 contains 2365 members Mstep: Class 8 contains 3248 members Mstep: Class 9 contains 7123 members Mstep: Class 10 contains 4920 members Mstep: Class 11 contains 4986 members Mstep: Class 12 contains 10489 members Mstep: Class 13 contains 10373 members Mstep: Class 14 contains 2429 members Mstep: Class 15 contains 2178 members Mstep: Class 16 contains 3863 members Mstep: Class 17 contains 4356 members Mstep: Class 18 contains 2043 members Mstep: Class 19 contains 3329 members Mstep: Class 20 contains 22972 members Entering Unmasked Estep ConsiderDeletion Score: -2953203.250000 Penalty: 9418.385742 Iteration 6F: 19 clusters Score -2953203 nChanged 10594 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 5648 members Mstep: Class 4 contains 4206 members Mstep: Class 6 contains 2481 members Mstep: Class 7 contains 1717 members Mstep: Class 8 contains 2483 members Mstep: Class 9 contains 6970 members Mstep: Class 10 contains 5139 members Mstep: Class 11 contains 5493 members Mstep: Class 12 contains 10430 members Mstep: Class 13 contains 12476 members Mstep: Class 14 contains 1982 members Mstep: Class 15 contains 1884 members Mstep: Class 16 contains 3586 members Mstep: Class 17 contains 4500 members Mstep: Class 18 contains 2058 members Mstep: Class 19 contains 3603 members Mstep: Class 20 contains 23422 members Entering Unmasked Estep ConsiderDeletion Score: -2962834.250000 Penalty: 9418.385742 Iteration 7F: 19 clusters Score -2962834 nChanged 10065 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4777 members Mstep: Class 4 contains 3595 members Mstep: Class 6 contains 3544 members Mstep: Class 7 contains 1025 members Mstep: Class 8 contains 1950 members Mstep: Class 9 contains 6738 members Mstep: Class 10 contains 5331 members Mstep: Class 11 contains 5910 members Mstep: Class 12 contains 10284 members Mstep: Class 13 contains 14590 members Mstep: Class 14 contains 1574 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 3702 members Mstep: Class 17 contains 4641 members Mstep: Class 18 contains 2013 members Mstep: Class 19 contains 3849 members Mstep: Class 20 contains 23161 members Entering Unmasked Estep ConsiderDeletion Score: -2971258.750000 Penalty: 9418.385742 Iteration 8F: 19 clusters Score -2971259 nChanged 8887 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 3945 members Mstep: Class 4 contains 3079 members Mstep: Class 6 contains 4697 members Mstep: Class 7 contains 586 members Mstep: Class 8 contains 1814 members Mstep: Class 9 contains 6461 members Mstep: Class 10 contains 5531 members Mstep: Class 11 contains 6223 members Mstep: Class 12 contains 10069 members Mstep: Class 13 contains 16564 members Mstep: Class 14 contains 1262 members Mstep: Class 15 contains 1372 members Mstep: Class 16 contains 3865 members Mstep: Class 17 contains 4819 members Mstep: Class 18 contains 1950 members Mstep: Class 19 contains 4008 members Mstep: Class 20 contains 22192 members Entering Unmasked Estep ConsiderDeletion Score: -2977793.250000 Penalty: 9418.385742 Iteration 9F: 19 clusters Score -2977793 nChanged 7841 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3154 members Mstep: Class 4 contains 2656 members Mstep: Class 6 contains 5778 members Mstep: Class 7 contains 382 members Mstep: Class 8 contains 1815 members Mstep: Class 9 contains 6076 members Mstep: Class 10 contains 5687 members Mstep: Class 11 contains 6491 members Mstep: Class 12 contains 9904 members Mstep: Class 13 contains 18398 members Mstep: Class 14 contains 1089 members Mstep: Class 15 contains 1171 members Mstep: Class 16 contains 4064 members Mstep: Class 17 contains 4985 members Mstep: Class 18 contains 1863 members Mstep: Class 19 contains 4102 members Mstep: Class 20 contains 20866 members Entering Unmasked Estep ConsiderDeletion Score: -2982917.750000 Penalty: 9418.385742 Iteration 10F: 19 clusters Score -2982918 nChanged 7100 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2478 members Mstep: Class 4 contains 2348 members Mstep: Class 6 contains 6756 members Mstep: Class 7 contains 315 members Mstep: Class 8 contains 1787 members Mstep: Class 9 contains 5604 members Mstep: Class 10 contains 5789 members Mstep: Class 11 contains 6707 members Mstep: Class 12 contains 9880 members Mstep: Class 13 contains 20122 members Mstep: Class 14 contains 980 members Mstep: Class 15 contains 1014 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 5257 members Mstep: Class 18 contains 1783 members Mstep: Class 19 contains 4122 members Mstep: Class 20 contains 19224 members Entering Unmasked Estep ConsiderDeletion Score: -2987397.500000 Penalty: 9418.385742 Iteration 11F: 19 clusters Score -2987398 nChanged 6641 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1947 members Mstep: Class 4 contains 2097 members Mstep: Class 6 contains 7758 members Mstep: Class 7 contains 292 members Mstep: Class 8 contains 1748 members Mstep: Class 9 contains 5064 members Mstep: Class 10 contains 5893 members Mstep: Class 11 contains 6843 members Mstep: Class 12 contains 9946 members Mstep: Class 13 contains 21685 members Mstep: Class 14 contains 917 members Mstep: Class 15 contains 873 members Mstep: Class 16 contains 4675 members Mstep: Class 17 contains 5559 members Mstep: Class 18 contains 1709 members Mstep: Class 19 contains 4116 members Mstep: Class 20 contains 17405 members Entering Unmasked Estep ConsiderDeletion Score: -2991692.500000 Penalty: 9418.385742 Iteration 12F: 19 clusters Score -2991692 nChanged 6323 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1467 members Mstep: Class 4 contains 1892 members Mstep: Class 6 contains 8746 members Mstep: Class 7 contains 290 members Mstep: Class 8 contains 1662 members Mstep: Class 9 contains 4478 members Mstep: Class 10 contains 6027 members Mstep: Class 11 contains 6904 members Mstep: Class 12 contains 10101 members Mstep: Class 13 contains 23123 members Mstep: Class 14 contains 880 members Mstep: Class 15 contains 763 members Mstep: Class 16 contains 5057 members Mstep: Class 17 contains 5902 members Mstep: Class 18 contains 1632 members Mstep: Class 19 contains 4175 members Mstep: Class 20 contains 15437 members Entering Unmasked Estep ConsiderDeletion Score: -2996186.000000 Penalty: 9418.385742 Iteration 13F: 19 clusters Score -2996186 nChanged 6235 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1120 members Mstep: Class 4 contains 1669 members Mstep: Class 6 contains 9770 members Mstep: Class 7 contains 289 members Mstep: Class 8 contains 1557 members Mstep: Class 9 contains 3890 members Mstep: Class 10 contains 6155 members Mstep: Class 11 contains 6908 members Mstep: Class 12 contains 10342 members Mstep: Class 13 contains 24516 members Mstep: Class 14 contains 856 members Mstep: Class 15 contains 663 members Mstep: Class 16 contains 5435 members Mstep: Class 17 contains 6222 members Mstep: Class 18 contains 1556 members Mstep: Class 19 contains 4270 members Mstep: Class 20 contains 13321 members Entering Unmasked Estep ConsiderDeletion Score: -3001703.500000 Penalty: 9418.385742 Iteration 14F: 19 clusters Score -3001704 nChanged 5587 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 858 members Mstep: Class 4 contains 1394 members Mstep: Class 6 contains 10612 members Mstep: Class 7 contains 284 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 3452 members Mstep: Class 10 contains 6309 members Mstep: Class 11 contains 6845 members Mstep: Class 12 contains 10481 members Mstep: Class 13 contains 25773 members Mstep: Class 14 contains 834 members Mstep: Class 15 contains 566 members Mstep: Class 16 contains 5739 members Mstep: Class 17 contains 6434 members Mstep: Class 18 contains 1462 members Mstep: Class 19 contains 4353 members Mstep: Class 20 contains 11688 members Entering Unmasked Estep ConsiderDeletion Score: -3007932.250000 Penalty: 9418.385742 Iteration 15F: 19 clusters Score -3007932 nChanged 4498 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 676 members Mstep: Class 4 contains 1141 members Mstep: Class 6 contains 10966 members Mstep: Class 7 contains 279 members Mstep: Class 8 contains 1345 members Mstep: Class 9 contains 3311 members Mstep: Class 10 contains 6431 members Mstep: Class 11 contains 6596 members Mstep: Class 12 contains 10361 members Mstep: Class 13 contains 26871 members Mstep: Class 14 contains 827 members Mstep: Class 15 contains 481 members Mstep: Class 16 contains 5915 members Mstep: Class 17 contains 6480 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 4368 members Mstep: Class 20 contains 11117 members Entering Unmasked Estep ConsiderDeletion Score: -3011992.000000 Penalty: 9418.385742 Iteration 16Q: 19 clusters Score -3011992 nChanged 3876 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 593 members Mstep: Class 4 contains 971 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 273 members Mstep: Class 8 contains 1218 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 6554 members Mstep: Class 11 contains 6266 members Mstep: Class 12 contains 10017 members Mstep: Class 13 contains 27803 members Mstep: Class 14 contains 817 members Mstep: Class 15 contains 393 members Mstep: Class 16 contains 6100 members Mstep: Class 17 contains 6508 members Mstep: Class 18 contains 1273 members Mstep: Class 19 contains 4301 members Mstep: Class 20 contains 11113 members Entering Unmasked Estep ConsiderDeletion Score: -3014543.500000 Penalty: 9418.385742 Iteration 17Q: 19 clusters Score -3014544 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 589 members Mstep: Class 4 contains 861 members Mstep: Class 6 contains 10923 members Mstep: Class 7 contains 267 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 3534 members Mstep: Class 10 contains 6725 members Mstep: Class 11 contains 5900 members Mstep: Class 12 contains 9498 members Mstep: Class 13 contains 28660 members Mstep: Class 14 contains 820 members Mstep: Class 15 contains 331 members Mstep: Class 16 contains 6243 members Mstep: Class 17 contains 6557 members Mstep: Class 18 contains 1178 members Mstep: Class 19 contains 4239 members Mstep: Class 20 contains 11107 members Entering Unmasked Estep ConsiderDeletion Score: -3016871.000000 Penalty: 9418.385742 Iteration 18Q: 19 clusters Score -3016871 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 11 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 582 members Mstep: Class 4 contains 808 members Mstep: Class 6 contains 10855 members Mstep: Class 7 contains 267 members Mstep: Class 8 contains 1011 members Mstep: Class 9 contains 3674 members Mstep: Class 10 contains 6896 members Mstep: Class 11 contains 5501 members Mstep: Class 12 contains 8925 members Mstep: Class 13 contains 29537 members Mstep: Class 14 contains 822 members Mstep: Class 15 contains 308 members Mstep: Class 16 contains 6373 members Mstep: Class 17 contains 6604 members Mstep: Class 18 contains 1080 members Mstep: Class 19 contains 4171 members Mstep: Class 20 contains 11131 members Entering Unmasked Estep ConsiderDeletion Score: -3019029.750000 Penalty: 9418.385742 Iteration 19Q: 19 clusters Score -3019030 nChanged 2968 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 590 members Mstep: Class 4 contains 788 members Mstep: Class 6 contains 10805 members Mstep: Class 7 contains 265 members Mstep: Class 8 contains 916 members Mstep: Class 9 contains 3768 members Mstep: Class 10 contains 7039 members Mstep: Class 11 contains 5107 members Mstep: Class 12 contains 8469 members Mstep: Class 13 contains 30308 members Mstep: Class 14 contains 821 members Mstep: Class 15 contains 286 members Mstep: Class 16 contains 6515 members Mstep: Class 17 contains 6622 members Mstep: Class 18 contains 974 members Mstep: Class 19 contains 4128 members Mstep: Class 20 contains 11143 members Entering Unmasked Estep ConsiderDeletion Score: -3020790.250000 Penalty: 9418.385742 Iteration 20F: 19 clusters Score -3020790 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 585 members Mstep: Class 4 contains 774 members Mstep: Class 6 contains 10758 members Mstep: Class 7 contains 262 members Mstep: Class 8 contains 863 members Mstep: Class 9 contains 3784 members Mstep: Class 10 contains 7099 members Mstep: Class 11 contains 4687 members Mstep: Class 12 contains 8210 members Mstep: Class 13 contains 30962 members Mstep: Class 14 contains 819 members Mstep: Class 15 contains 303 members Mstep: Class 16 contains 6646 members Mstep: Class 17 contains 6591 members Mstep: Class 18 contains 917 members Mstep: Class 19 contains 4137 members Mstep: Class 20 contains 11152 members Entering Unmasked Estep ConsiderDeletion Score: -3021943.000000 Penalty: 9418.385742 Iteration 21Q: 19 clusters Score -3021943 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 589 members Mstep: Class 4 contains 753 members Mstep: Class 6 contains 10688 members Mstep: Class 7 contains 260 members Mstep: Class 8 contains 819 members Mstep: Class 9 contains 3744 members Mstep: Class 10 contains 7092 members Mstep: Class 11 contains 4303 members Mstep: Class 12 contains 8069 members Mstep: Class 13 contains 31513 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 330 members Mstep: Class 16 contains 6784 members Mstep: Class 17 contains 6531 members Mstep: Class 18 contains 885 members Mstep: Class 19 contains 4174 members Mstep: Class 20 contains 11203 members Entering Unmasked Estep ConsiderDeletion Score: -3022854.500000 Penalty: 9418.385742 Iteration 22Q: 19 clusters Score -3022854 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 606 members Mstep: Class 4 contains 752 members Mstep: Class 6 contains 10628 members Mstep: Class 7 contains 260 members Mstep: Class 8 contains 784 members Mstep: Class 9 contains 3664 members Mstep: Class 10 contains 7077 members Mstep: Class 11 contains 3945 members Mstep: Class 12 contains 7997 members Mstep: Class 13 contains 31968 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 358 members Mstep: Class 16 contains 6921 members Mstep: Class 17 contains 6442 members Mstep: Class 18 contains 864 members Mstep: Class 19 contains 4233 members Mstep: Class 20 contains 11239 members Entering Unmasked Estep ConsiderDeletion Score: -3023711.000000 Penalty: 9418.385742 Iteration 23Q: 19 clusters Score -3023711 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 626 members Mstep: Class 4 contains 765 members Mstep: Class 6 contains 10581 members Mstep: Class 7 contains 258 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 3579 members Mstep: Class 10 contains 7048 members Mstep: Class 11 contains 3607 members Mstep: Class 12 contains 7963 members Mstep: Class 13 contains 32406 members Mstep: Class 14 contains 818 members Mstep: Class 15 contains 373 members Mstep: Class 16 contains 7059 members Mstep: Class 17 contains 6346 members Mstep: Class 18 contains 846 members Mstep: Class 19 contains 4258 members Mstep: Class 20 contains 11261 members Entering Unmasked Estep ConsiderDeletion Score: -3024446.250000 Penalty: 9418.385742 Iteration 24Q: 19 clusters Score -3024446 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 638 members Mstep: Class 4 contains 799 members Mstep: Class 6 contains 10533 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 735 members Mstep: Class 9 contains 3478 members Mstep: Class 10 contains 7004 members Mstep: Class 11 contains 3284 members Mstep: Class 12 contains 7948 members Mstep: Class 13 contains 32859 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 374 members Mstep: Class 16 contains 7181 members Mstep: Class 17 contains 6275 members Mstep: Class 18 contains 843 members Mstep: Class 19 contains 4259 members Mstep: Class 20 contains 11269 members Entering Unmasked Estep ConsiderDeletion Score: -3025110.500000 Penalty: 9418.385742 Iteration 25Q: 19 clusters Score -3025110 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 637 members Mstep: Class 4 contains 843 members Mstep: Class 6 contains 10449 members Mstep: Class 7 contains 256 members Mstep: Class 8 contains 720 members Mstep: Class 9 contains 3350 members Mstep: Class 10 contains 6996 members Mstep: Class 11 contains 2987 members Mstep: Class 12 contains 7943 members Mstep: Class 13 contains 33292 members Mstep: Class 14 contains 813 members Mstep: Class 15 contains 384 members Mstep: Class 16 contains 7288 members Mstep: Class 17 contains 6177 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 4283 members Mstep: Class 20 contains 11309 members Entering Unmasked Estep ConsiderDeletion Score: -3025740.000000 Penalty: 9418.385742 Iteration 26Q: 19 clusters Score -3025740 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 627 members Mstep: Class 4 contains 886 members Mstep: Class 6 contains 10343 members Mstep: Class 7 contains 256 members Mstep: Class 8 contains 717 members Mstep: Class 9 contains 3217 members Mstep: Class 10 contains 7007 members Mstep: Class 11 contains 2702 members Mstep: Class 12 contains 7938 members Mstep: Class 13 contains 33701 members Mstep: Class 14 contains 810 members Mstep: Class 15 contains 394 members Mstep: Class 16 contains 7345 members Mstep: Class 17 contains 6106 members Mstep: Class 18 contains 810 members Mstep: Class 19 contains 4323 members Mstep: Class 20 contains 11369 members Entering Unmasked Estep ConsiderDeletion Score: -3026354.000000 Penalty: 9418.385742 Iteration 27Q: 19 clusters Score -3026354 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 621 members Mstep: Class 4 contains 921 members Mstep: Class 6 contains 10203 members Mstep: Class 7 contains 256 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 3087 members Mstep: Class 10 contains 7053 members Mstep: Class 11 contains 2448 members Mstep: Class 12 contains 7934 members Mstep: Class 13 contains 34042 members Mstep: Class 14 contains 814 members Mstep: Class 15 contains 398 members Mstep: Class 16 contains 7390 members Mstep: Class 17 contains 6035 members Mstep: Class 18 contains 820 members Mstep: Class 19 contains 4353 members Mstep: Class 20 contains 11458 members Entering Unmasked Estep ConsiderDeletion Score: -3026918.000000 Penalty: 9418.385742 Iteration 28Q: 19 clusters Score -3026918 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 619 members Mstep: Class 4 contains 995 members Mstep: Class 6 contains 10044 members Mstep: Class 7 contains 253 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 2956 members Mstep: Class 10 contains 7146 members Mstep: Class 11 contains 2188 members Mstep: Class 12 contains 7927 members Mstep: Class 13 contains 34304 members Mstep: Class 14 contains 815 members Mstep: Class 15 contains 415 members Mstep: Class 16 contains 7456 members Mstep: Class 17 contains 5946 members Mstep: Class 18 contains 846 members Mstep: Class 19 contains 4388 members Mstep: Class 20 contains 11535 members Entering Unmasked Estep ConsiderDeletion Score: -3027367.250000 Penalty: 9418.385742 Iteration 29Q: 19 clusters Score -3027367 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 608 members Mstep: Class 4 contains 1070 members Mstep: Class 6 contains 9871 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 712 members Mstep: Class 9 contains 2843 members Mstep: Class 10 contains 7211 members Mstep: Class 11 contains 1992 members Mstep: Class 12 contains 7927 members Mstep: Class 13 contains 34546 members Mstep: Class 14 contains 817 members Mstep: Class 15 contains 420 members Mstep: Class 16 contains 7489 members Mstep: Class 17 contains 5872 members Mstep: Class 18 contains 867 members Mstep: Class 19 contains 4417 members Mstep: Class 20 contains 11638 members Entering Unmasked Estep ConsiderDeletion Score: -3027691.500000 Penalty: 9418.385742 Iteration 30Q: 19 clusters Score -3027692 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 587 members Mstep: Class 4 contains 1133 members Mstep: Class 6 contains 9693 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2773 members Mstep: Class 10 contains 7256 members Mstep: Class 11 contains 1821 members Mstep: Class 12 contains 7927 members Mstep: Class 13 contains 34716 members Mstep: Class 14 contains 822 members Mstep: Class 15 contains 424 members Mstep: Class 16 contains 7521 members Mstep: Class 17 contains 5809 members Mstep: Class 18 contains 877 members Mstep: Class 19 contains 4474 members Mstep: Class 20 contains 11757 members Entering Unmasked Estep ConsiderDeletion Score: -3027909.500000 Penalty: 9418.385742 Iteration 31Q: 19 clusters Score -3027910 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 566 members Mstep: Class 4 contains 1198 members Mstep: Class 6 contains 9501 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2720 members Mstep: Class 10 contains 7314 members Mstep: Class 11 contains 1677 members Mstep: Class 12 contains 7926 members Mstep: Class 13 contains 34850 members Mstep: Class 14 contains 826 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 7541 members Mstep: Class 17 contains 5750 members Mstep: Class 18 contains 885 members Mstep: Class 19 contains 4521 members Mstep: Class 20 contains 11887 members Entering Unmasked Estep ConsiderDeletion Score: -3028122.250000 Penalty: 9418.385742 Iteration 32Q: 19 clusters Score -3028122 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 553 members Mstep: Class 4 contains 1249 members Mstep: Class 6 contains 9304 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2675 members Mstep: Class 10 contains 7358 members Mstep: Class 11 contains 1548 members Mstep: Class 12 contains 7925 members Mstep: Class 13 contains 34972 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 430 members Mstep: Class 16 contains 7555 members Mstep: Class 17 contains 5700 members Mstep: Class 18 contains 896 members Mstep: Class 19 contains 4555 members Mstep: Class 20 contains 12037 members Entering Unmasked Estep ConsiderDeletion Score: -3028306.500000 Penalty: 9418.385742 Iteration 33Q: 19 clusters Score -3028306 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 542 members Mstep: Class 4 contains 1303 members Mstep: Class 6 contains 9105 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2621 members Mstep: Class 10 contains 7411 members Mstep: Class 11 contains 1438 members Mstep: Class 12 contains 7927 members Mstep: Class 13 contains 35083 members Mstep: Class 14 contains 836 members Mstep: Class 15 contains 429 members Mstep: Class 16 contains 7568 members Mstep: Class 17 contains 5656 members Mstep: Class 18 contains 904 members Mstep: Class 19 contains 4585 members Mstep: Class 20 contains 12184 members Entering Unmasked Estep ConsiderDeletion Score: -3028475.250000 Penalty: 9418.385742 Iteration 34Q: 19 clusters Score -3028475 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 533 members Mstep: Class 4 contains 1350 members Mstep: Class 6 contains 8876 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2585 members Mstep: Class 10 contains 7461 members Mstep: Class 11 contains 1336 members Mstep: Class 12 contains 7925 members Mstep: Class 13 contains 35174 members Mstep: Class 14 contains 845 members Mstep: Class 15 contains 432 members Mstep: Class 16 contains 7575 members Mstep: Class 17 contains 5619 members Mstep: Class 18 contains 917 members Mstep: Class 19 contains 4600 members Mstep: Class 20 contains 12364 members Entering Unmasked Estep ConsiderDeletion Score: -3028632.000000 Penalty: 9418.385742 Iteration 35Q: 19 clusters Score -3028632 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 529 members Mstep: Class 4 contains 1393 members Mstep: Class 6 contains 8635 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2543 members Mstep: Class 10 contains 7511 members Mstep: Class 11 contains 1243 members Mstep: Class 12 contains 7925 members Mstep: Class 13 contains 35238 members Mstep: Class 14 contains 854 members Mstep: Class 15 contains 439 members Mstep: Class 16 contains 7582 members Mstep: Class 17 contains 5594 members Mstep: Class 18 contains 922 members Mstep: Class 19 contains 4618 members Mstep: Class 20 contains 12565 members Entering Unmasked Estep ConsiderDeletion Score: -3028848.500000 Penalty: 9418.385742 Iteration 36Q: 19 clusters Score -3028848 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 522 members Mstep: Class 4 contains 1438 members Mstep: Class 6 contains 8374 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 708 members Mstep: Class 9 contains 2518 members Mstep: Class 10 contains 7549 members Mstep: Class 11 contains 1164 members Mstep: Class 12 contains 7924 members Mstep: Class 13 contains 35307 members Mstep: Class 14 contains 855 members Mstep: Class 15 contains 444 members Mstep: Class 16 contains 7582 members Mstep: Class 17 contains 5576 members Mstep: Class 18 contains 926 members Mstep: Class 19 contains 4623 members Mstep: Class 20 contains 12789 members Entering Unmasked Estep ConsiderDeletion Score: -3029178.000000 Penalty: 9418.385742 Iteration 37Q: 19 clusters Score -3029178 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 517 members Mstep: Class 4 contains 1487 members Mstep: Class 6 contains 8070 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 710 members Mstep: Class 9 contains 2492 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 1107 members Mstep: Class 12 contains 7921 members Mstep: Class 13 contains 35349 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 7578 members Mstep: Class 17 contains 5560 members Mstep: Class 18 contains 936 members Mstep: Class 19 contains 4624 members Mstep: Class 20 contains 13036 members Entering Unmasked Estep ConsiderDeletion Score: -3029421.500000 Penalty: 9418.385742 Iteration 38Q: 19 clusters Score -3029422 nChanged 647 Entering ConstructFrom: Score: -3029421.500000 Penalty: 9418.385742 Entering ConstructFrom: Trying to split cluster 1 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -4652.507812 Penalty: 226.754105 Iteration 0F: 2 clusters Score -4652.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -4399.098145 Penalty: 453.508209 Iteration 0F: 3 clusters Score -4399.098 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -4455.572266 Penalty: 453.508209 Iteration 1F: 3 clusters Score -4455.572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -4471.236328 Penalty: 453.508209 Iteration 2F: 3 clusters Score -4471.236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -4474.793457 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -4474.793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -4475.422363 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -4475.422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -4481.708008 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -4481.708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -4481.708008 Penalty: 453.508209 Iteration 6F: 3 clusters Score -4481.708 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -16812.664062 Penalty: 283.665680 Iteration 0F: 2 clusters Score -16812.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -16307.027344 Penalty: 567.331360 Iteration 0F: 3 clusters Score -16307.03 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16408.294922 Penalty: 567.331360 Iteration 1F: 3 clusters Score -16408.29 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -16448.408203 Penalty: 567.331360 Iteration 2F: 3 clusters Score -16448.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -16474.574219 Penalty: 567.331360 Iteration 3F: 3 clusters Score -16474.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -16489.763672 Penalty: 567.331360 Iteration 4Q: 3 clusters Score -16489.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -16503.753906 Penalty: 567.331360 Iteration 5Q: 3 clusters Score -16503.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -16512.849609 Penalty: 567.331360 Iteration 6Q: 3 clusters Score -16512.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -16521.597656 Penalty: 567.331360 Iteration 7Q: 3 clusters Score -16521.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -16530.037109 Penalty: 567.331360 Iteration 8Q: 3 clusters Score -16530.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -16534.232422 Penalty: 567.331360 Iteration 9Q: 3 clusters Score -16534.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -16536.546875 Penalty: 567.331360 Iteration 10Q: 3 clusters Score -16536.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -16539.320312 Penalty: 567.331360 Iteration 11Q: 3 clusters Score -16539.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -16540.503906 Penalty: 567.331360 Iteration 12Q: 3 clusters Score -16540.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -16541.261719 Penalty: 567.331360 Iteration 13Q: 3 clusters Score -16541.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -16542.376953 Penalty: 567.331360 Iteration 14Q: 3 clusters Score -16542.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -16544.291016 Penalty: 567.331360 Iteration 15Q: 3 clusters Score -16544.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -16546.830078 Penalty: 567.331360 Iteration 16Q: 3 clusters Score -16546.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -16549.078125 Penalty: 567.331360 Iteration 17Q: 3 clusters Score -16549.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -16549.078125 Penalty: 567.331360 Iteration 18F: 3 clusters Score -16549.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -46636.523438 Penalty: 333.978516 Iteration 0F: 2 clusters Score -46636.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -45511.324219 Penalty: 667.957031 Iteration 0F: 3 clusters Score -45511.32 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -45899.414062 Penalty: 667.957031 Iteration 1F: 3 clusters Score -45899.41 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45974.492188 Penalty: 667.957031 Iteration 2F: 3 clusters Score -45974.49 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -46070.785156 Penalty: 667.957031 Iteration 3F: 3 clusters Score -46070.79 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -46153.859375 Penalty: 667.957031 Iteration 4F: 3 clusters Score -46153.86 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -46225.750000 Penalty: 667.957031 Iteration 5F: 3 clusters Score -46225.75 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -46272.046875 Penalty: 667.957031 Iteration 6Q: 3 clusters Score -46272.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -46294.609375 Penalty: 667.957031 Iteration 7Q: 3 clusters Score -46294.61 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -46313.296875 Penalty: 667.957031 Iteration 8Q: 3 clusters Score -46313.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -46323.324219 Penalty: 667.957031 Iteration 9Q: 3 clusters Score -46323.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -46326.890625 Penalty: 667.957031 Iteration 10Q: 3 clusters Score -46326.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -46328.628906 Penalty: 667.957031 Iteration 11Q: 3 clusters Score -46328.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -46329.042969 Penalty: 667.957031 Iteration 12Q: 3 clusters Score -46329.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -46329.042969 Penalty: 667.957031 Iteration 13F: 3 clusters Score -46329.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Entering Unmasked Estep Score: -261848.671875 Penalty: 407.531555 Iteration 0F: 2 clusters Score -261848.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -256706.812500 Penalty: 815.063110 Iteration 0F: 3 clusters Score -256706.8 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -258979.000000 Penalty: 815.063110 Iteration 1F: 3 clusters Score -258979 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -259464.203125 Penalty: 815.063110 Iteration 2F: 3 clusters Score -259464.2 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -259995.765625 Penalty: 815.063110 Iteration 3F: 3 clusters Score -259995.8 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -260461.546875 Penalty: 815.063110 Iteration 4F: 3 clusters Score -260461.5 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -260761.234375 Penalty: 815.063110 Iteration 5F: 3 clusters Score -260761.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -260979.015625 Penalty: 815.063110 Iteration 6Q: 3 clusters Score -260979 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -261125.234375 Penalty: 815.063110 Iteration 7Q: 3 clusters Score -261125.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -261241.531250 Penalty: 815.063110 Iteration 8Q: 3 clusters Score -261241.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -261337.937500 Penalty: 815.063110 Iteration 9Q: 3 clusters Score -261337.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -261428.125000 Penalty: 815.063110 Iteration 10Q: 3 clusters Score -261428.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -261510.484375 Penalty: 815.063110 Iteration 11Q: 3 clusters Score -261510.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -261554.375000 Penalty: 815.063110 Iteration 12Q: 3 clusters Score -261554.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -261583.453125 Penalty: 815.063110 Iteration 13Q: 3 clusters Score -261583.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -261602.500000 Penalty: 815.063110 Iteration 14Q: 3 clusters Score -261602.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -261623.531250 Penalty: 815.063110 Iteration 15Q: 3 clusters Score -261623.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -261639.109375 Penalty: 815.063110 Iteration 16Q: 3 clusters Score -261639.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -261647.609375 Penalty: 815.063110 Iteration 17Q: 3 clusters Score -261647.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -261651.640625 Penalty: 815.063110 Iteration 18Q: 3 clusters Score -261651.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -261656.265625 Penalty: 815.063110 Iteration 19Q: 3 clusters Score -261656.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -261662.671875 Penalty: 815.063110 Iteration 20F: 3 clusters Score -261662.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -261665.343750 Penalty: 815.063110 Iteration 21Q: 3 clusters Score -261665.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261668.343750 Penalty: 815.063110 Iteration 22Q: 3 clusters Score -261668.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -261669.812500 Penalty: 815.063110 Iteration 23Q: 3 clusters Score -261669.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261671.031250 Penalty: 815.063110 Iteration 24Q: 3 clusters Score -261671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261673.062500 Penalty: 815.063110 Iteration 25Q: 3 clusters Score -261673.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -261675.703125 Penalty: 815.063110 Iteration 26Q: 3 clusters Score -261675.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -261676.921875 Penalty: 815.063110 Iteration 27Q: 3 clusters Score -261676.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261678.250000 Penalty: 815.063110 Iteration 28Q: 3 clusters Score -261678.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261678.343750 Penalty: 815.063110 Iteration 29Q: 3 clusters Score -261678.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -261678.343750 Penalty: 815.063110 Iteration 30F: 3 clusters Score -261678.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -7522.729980 Penalty: 251.589020 Iteration 0F: 2 clusters Score -7522.73 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: -7196.923828 Penalty: 503.178040 Iteration 0F: 3 clusters Score -7196.924 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7255.754395 Penalty: 503.178040 Iteration 1F: 3 clusters Score -7255.754 nChanged 22 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: -7294.138184 Penalty: 503.178040 Iteration 2F: 3 clusters Score -7294.138 nChanged 17 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: -7328.979492 Penalty: 503.178040 Iteration 3F: 3 clusters Score -7328.979 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7364.127441 Penalty: 503.178040 Iteration 4F: 3 clusters Score -7364.127 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7393.000000 Penalty: 503.178040 Iteration 5Q: 3 clusters Score -7393 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7418.563965 Penalty: 503.178040 Iteration 6F: 3 clusters Score -7418.564 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7432.393555 Penalty: 503.178040 Iteration 7Q: 3 clusters Score -7432.394 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7453.812012 Penalty: 503.178040 Iteration 8Q: 3 clusters Score -7453.812 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7485.437012 Penalty: 503.178040 Iteration 9Q: 3 clusters Score -7485.437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7507.303711 Penalty: 503.178040 Iteration 10Q: 3 clusters Score -7507.304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7520.102539 Penalty: 503.178040 Iteration 11Q: 3 clusters Score -7520.103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7527.014648 Penalty: 503.178040 Iteration 12Q: 3 clusters Score -7527.015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7530.646484 Penalty: 503.178040 Iteration 13Q: 3 clusters Score -7530.646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7530.646484 Penalty: 503.178040 Iteration 14F: 3 clusters Score -7530.646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 510 members Mstep: Class 3 contains 97 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 7760 members Mstep: Class 7 contains 155 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 7592 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 7922 members Mstep: Class 13 contains 35380 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 7571 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 946 members Mstep: Class 19 contains 4632 members Mstep: Class 20 contains 13285 members Entering Unmasked Estep Score: -3029256.750000 Penalty: 9941.629883 Splitting cluster 7 changes total score from -3029421.500000 to -3029256.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -25082.244141 Penalty: 298.911407 Iteration 0F: 2 clusters Score -25082.24 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 354 members Entering Unmasked Estep Score: -24455.658203 Penalty: 597.822815 Iteration 0F: 3 clusters Score -24455.66 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -24642.810547 Penalty: 597.822815 Iteration 1F: 3 clusters Score -24642.81 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -24692.476562 Penalty: 597.822815 Iteration 2F: 3 clusters Score -24692.48 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -24728.371094 Penalty: 597.822815 Iteration 3F: 3 clusters Score -24728.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -24757.066406 Penalty: 597.822815 Iteration 4Q: 3 clusters Score -24757.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -24772.113281 Penalty: 597.822815 Iteration 5Q: 3 clusters Score -24772.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -24781.589844 Penalty: 597.822815 Iteration 6Q: 3 clusters Score -24781.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -24788.669922 Penalty: 597.822815 Iteration 7Q: 3 clusters Score -24788.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24792.087891 Penalty: 597.822815 Iteration 8Q: 3 clusters Score -24792.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -24795.367188 Penalty: 597.822815 Iteration 9Q: 3 clusters Score -24795.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -24796.533203 Penalty: 597.822815 Iteration 10Q: 3 clusters Score -24796.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24797.949219 Penalty: 597.822815 Iteration 11Q: 3 clusters Score -24797.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -24798.193359 Penalty: 597.822815 Iteration 12Q: 3 clusters Score -24798.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -24798.474609 Penalty: 597.822815 Iteration 13Q: 3 clusters Score -24798.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -24798.701172 Penalty: 597.822815 Iteration 14Q: 3 clusters Score -24798.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -24798.847656 Penalty: 597.822815 Iteration 15Q: 3 clusters Score -24798.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -24798.847656 Penalty: 597.822815 Iteration 16F: 3 clusters Score -24798.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Entering Unmasked Estep Score: -83258.171875 Penalty: 355.518402 Iteration 0F: 2 clusters Score -83258.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -81513.664062 Penalty: 711.036804 Iteration 0F: 3 clusters Score -81513.66 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -82128.242188 Penalty: 711.036804 Iteration 1F: 3 clusters Score -82128.24 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -82312.867188 Penalty: 711.036804 Iteration 2F: 3 clusters Score -82312.87 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -82515.179688 Penalty: 711.036804 Iteration 3F: 3 clusters Score -82515.18 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -82725.523438 Penalty: 711.036804 Iteration 4F: 3 clusters Score -82725.52 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -82901.484375 Penalty: 711.036804 Iteration 5F: 3 clusters Score -82901.48 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -83055.929688 Penalty: 711.036804 Iteration 6F: 3 clusters Score -83055.93 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -83157.710938 Penalty: 711.036804 Iteration 7Q: 3 clusters Score -83157.71 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -83215.468750 Penalty: 711.036804 Iteration 8Q: 3 clusters Score -83215.47 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -83241.070312 Penalty: 711.036804 Iteration 9Q: 3 clusters Score -83241.07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -83250.671875 Penalty: 711.036804 Iteration 10Q: 3 clusters Score -83250.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -83256.328125 Penalty: 711.036804 Iteration 11Q: 3 clusters Score -83256.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -83260.164062 Penalty: 711.036804 Iteration 12Q: 3 clusters Score -83260.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -83263.437500 Penalty: 711.036804 Iteration 13Q: 3 clusters Score -83263.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -83265.546875 Penalty: 711.036804 Iteration 14Q: 3 clusters Score -83265.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -83266.789062 Penalty: 711.036804 Iteration 15Q: 3 clusters Score -83266.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -83267.882812 Penalty: 711.036804 Iteration 16Q: 3 clusters Score -83267.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -83268.320312 Penalty: 711.036804 Iteration 17Q: 3 clusters Score -83268.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -83268.671875 Penalty: 711.036804 Iteration 18Q: 3 clusters Score -83268.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -83268.671875 Penalty: 711.036804 Iteration 19F: 3 clusters Score -83268.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 510 members Mstep: Class 3 contains 1462 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 7760 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 7592 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 7922 members Mstep: Class 13 contains 35380 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 7571 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 946 members Mstep: Class 19 contains 4632 members Mstep: Class 20 contains 13285 members Entering Unmasked Estep Score: -3029363.250000 Penalty: 9941.629883 Splitting cluster 9 changes total score from -3029421.500000 to -3029363.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (7592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Entering Unmasked Estep Score: -263465.781250 Penalty: 406.535706 Iteration 0F: 2 clusters Score -263465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -258394.703125 Penalty: 813.071411 Iteration 0F: 3 clusters Score -258394.7 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -260310.140625 Penalty: 813.071411 Iteration 1F: 3 clusters Score -260310.1 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -260495.203125 Penalty: 813.071411 Iteration 2F: 3 clusters Score -260495.2 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -260679.609375 Penalty: 813.071411 Iteration 3F: 3 clusters Score -260679.6 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -260909.531250 Penalty: 813.071411 Iteration 4F: 3 clusters Score -260909.5 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -261189.203125 Penalty: 813.071411 Iteration 5F: 3 clusters Score -261189.2 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -261533.968750 Penalty: 813.071411 Iteration 6F: 3 clusters Score -261534 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -261876.031250 Penalty: 813.071411 Iteration 7F: 3 clusters Score -261876 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -262110.484375 Penalty: 813.071411 Iteration 8Q: 3 clusters Score -262110.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -262255.812500 Penalty: 813.071411 Iteration 9Q: 3 clusters Score -262255.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -262350.968750 Penalty: 813.071411 Iteration 10Q: 3 clusters Score -262351 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -262422.000000 Penalty: 813.071411 Iteration 11Q: 3 clusters Score -262422 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -262480.468750 Penalty: 813.071411 Iteration 12Q: 3 clusters Score -262480.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -262528.937500 Penalty: 813.071411 Iteration 13Q: 3 clusters Score -262528.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -262570.468750 Penalty: 813.071411 Iteration 14Q: 3 clusters Score -262570.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -262620.250000 Penalty: 813.071411 Iteration 15Q: 3 clusters Score -262620.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 6421 members Entering Unmasked Estep Score: -262665.812500 Penalty: 813.071411 Iteration 16Q: 3 clusters Score -262665.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -262710.000000 Penalty: 813.071411 Iteration 17Q: 3 clusters Score -262710 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -262755.312500 Penalty: 813.071411 Iteration 18Q: 3 clusters Score -262755.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -262805.968750 Penalty: 813.071411 Iteration 19Q: 3 clusters Score -262806 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -262848.375000 Penalty: 813.071411 Iteration 20F: 3 clusters Score -262848.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -262881.375000 Penalty: 813.071411 Iteration 21Q: 3 clusters Score -262881.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -262904.156250 Penalty: 813.071411 Iteration 22Q: 3 clusters Score -262904.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -262931.937500 Penalty: 813.071411 Iteration 23Q: 3 clusters Score -262931.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -262964.562500 Penalty: 813.071411 Iteration 24Q: 3 clusters Score -262964.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -263000.500000 Penalty: 813.071411 Iteration 25Q: 3 clusters Score -263000.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -263026.031250 Penalty: 813.071411 Iteration 26Q: 3 clusters Score -263026 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -263040.906250 Penalty: 813.071411 Iteration 27Q: 3 clusters Score -263040.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -263048.562500 Penalty: 813.071411 Iteration 28Q: 3 clusters Score -263048.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -263055.593750 Penalty: 813.071411 Iteration 29Q: 3 clusters Score -263055.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -263058.468750 Penalty: 813.071411 Iteration 30Q: 3 clusters Score -263058.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -263065.218750 Penalty: 813.071411 Iteration 31Q: 3 clusters Score -263065.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -263069.593750 Penalty: 813.071411 Iteration 32Q: 3 clusters Score -263069.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -263074.437500 Penalty: 813.071411 Iteration 33Q: 3 clusters Score -263074.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -263078.750000 Penalty: 813.071411 Iteration 34Q: 3 clusters Score -263078.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -263080.875000 Penalty: 813.071411 Iteration 35Q: 3 clusters Score -263080.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -263082.781250 Penalty: 813.071411 Iteration 36Q: 3 clusters Score -263082.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -263084.375000 Penalty: 813.071411 Iteration 37Q: 3 clusters Score -263084.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -263087.000000 Penalty: 813.071411 Iteration 38Q: 3 clusters Score -263087 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -263088.343750 Penalty: 813.071411 Iteration 39Q: 3 clusters Score -263088.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -263089.000000 Penalty: 813.071411 Iteration 40F: 3 clusters Score -263089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -263089.562500 Penalty: 813.071411 Iteration 41Q: 3 clusters Score -263089.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -263090.406250 Penalty: 813.071411 Iteration 42Q: 3 clusters Score -263090.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -263091.281250 Penalty: 813.071411 Iteration 43Q: 3 clusters Score -263091.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -263091.593750 Penalty: 813.071411 Iteration 44Q: 3 clusters Score -263091.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -263091.593750 Penalty: 813.071411 Iteration 45F: 3 clusters Score -263091.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Entering Unmasked Estep Score: -38180.558594 Penalty: 317.210938 Iteration 0F: 2 clusters Score -38180.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -37307.652344 Penalty: 634.421875 Iteration 0F: 3 clusters Score -37307.65 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -37558.675781 Penalty: 634.421875 Iteration 1F: 3 clusters Score -37558.68 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -37602.011719 Penalty: 634.421875 Iteration 2F: 3 clusters Score -37602.01 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -37635.976562 Penalty: 634.421875 Iteration 3F: 3 clusters Score -37635.98 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -37668.617188 Penalty: 634.421875 Iteration 4Q: 3 clusters Score -37668.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -37693.523438 Penalty: 634.421875 Iteration 5Q: 3 clusters Score -37693.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -37716.425781 Penalty: 634.421875 Iteration 6Q: 3 clusters Score -37716.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -37737.011719 Penalty: 634.421875 Iteration 7Q: 3 clusters Score -37737.01 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -37763.410156 Penalty: 634.421875 Iteration 8Q: 3 clusters Score -37763.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -37789.218750 Penalty: 634.421875 Iteration 9Q: 3 clusters Score -37789.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -37811.824219 Penalty: 634.421875 Iteration 10Q: 3 clusters Score -37811.82 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -37834.507812 Penalty: 634.421875 Iteration 11Q: 3 clusters Score -37834.51 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -37851.878906 Penalty: 634.421875 Iteration 12Q: 3 clusters Score -37851.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -37865.218750 Penalty: 634.421875 Iteration 13Q: 3 clusters Score -37865.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -37869.996094 Penalty: 634.421875 Iteration 14Q: 3 clusters Score -37870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -37876.125000 Penalty: 634.421875 Iteration 15Q: 3 clusters Score -37876.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -37882.546875 Penalty: 634.421875 Iteration 16Q: 3 clusters Score -37882.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -37889.664062 Penalty: 634.421875 Iteration 17Q: 3 clusters Score -37889.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -37890.847656 Penalty: 634.421875 Iteration 18Q: 3 clusters Score -37890.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -37891.585938 Penalty: 634.421875 Iteration 19Q: 3 clusters Score -37891.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -37891.773438 Penalty: 634.421875 Iteration 20F: 3 clusters Score -37891.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Entering Unmasked Estep Score: -281728.593750 Penalty: 408.471649 Iteration 0F: 2 clusters Score -281728.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -276452.937500 Penalty: 816.943298 Iteration 0F: 3 clusters Score -276452.9 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -278721.906250 Penalty: 816.943298 Iteration 1F: 3 clusters Score -278721.9 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -278985.250000 Penalty: 816.943298 Iteration 2F: 3 clusters Score -278985.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -279252.687500 Penalty: 816.943298 Iteration 3F: 3 clusters Score -279252.7 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -279498.781250 Penalty: 816.943298 Iteration 4F: 3 clusters Score -279498.8 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -279705.906250 Penalty: 816.943298 Iteration 5F: 3 clusters Score -279705.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -279840.406250 Penalty: 816.943298 Iteration 6Q: 3 clusters Score -279840.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -279924.906250 Penalty: 816.943298 Iteration 7Q: 3 clusters Score -279924.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -279976.000000 Penalty: 816.943298 Iteration 8Q: 3 clusters Score -279976 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -280006.843750 Penalty: 816.943298 Iteration 9Q: 3 clusters Score -280006.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -280027.250000 Penalty: 816.943298 Iteration 10Q: 3 clusters Score -280027.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -280042.750000 Penalty: 816.943298 Iteration 11Q: 3 clusters Score -280042.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -280054.375000 Penalty: 816.943298 Iteration 12Q: 3 clusters Score -280054.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -280066.531250 Penalty: 816.943298 Iteration 13Q: 3 clusters Score -280066.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -280081.218750 Penalty: 816.943298 Iteration 14Q: 3 clusters Score -280081.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -280095.781250 Penalty: 816.943298 Iteration 15Q: 3 clusters Score -280095.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -280116.218750 Penalty: 816.943298 Iteration 16Q: 3 clusters Score -280116.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -280135.500000 Penalty: 816.943298 Iteration 17Q: 3 clusters Score -280135.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -280151.187500 Penalty: 816.943298 Iteration 18Q: 3 clusters Score -280151.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -280169.312500 Penalty: 816.943298 Iteration 19Q: 3 clusters Score -280169.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -280187.937500 Penalty: 816.943298 Iteration 20F: 3 clusters Score -280187.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -280215.531250 Penalty: 816.943298 Iteration 21Q: 3 clusters Score -280215.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -280243.343750 Penalty: 816.943298 Iteration 22Q: 3 clusters Score -280243.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -280272.156250 Penalty: 816.943298 Iteration 23Q: 3 clusters Score -280272.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -280303.375000 Penalty: 816.943298 Iteration 24Q: 3 clusters Score -280303.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -280344.750000 Penalty: 816.943298 Iteration 25Q: 3 clusters Score -280344.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -280385.468750 Penalty: 816.943298 Iteration 26Q: 3 clusters Score -280385.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -280435.343750 Penalty: 816.943298 Iteration 27Q: 3 clusters Score -280435.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -280486.375000 Penalty: 816.943298 Iteration 28Q: 3 clusters Score -280486.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -280544.468750 Penalty: 816.943298 Iteration 29Q: 3 clusters Score -280544.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -280606.750000 Penalty: 816.943298 Iteration 30Q: 3 clusters Score -280606.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -280682.531250 Penalty: 816.943298 Iteration 31Q: 3 clusters Score -280682.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -280756.156250 Penalty: 816.943298 Iteration 32Q: 3 clusters Score -280756.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -280836.250000 Penalty: 816.943298 Iteration 33Q: 3 clusters Score -280836.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -280919.750000 Penalty: 816.943298 Iteration 34Q: 3 clusters Score -280919.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -281002.406250 Penalty: 816.943298 Iteration 35Q: 3 clusters Score -281002.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -281087.218750 Penalty: 816.943298 Iteration 36Q: 3 clusters Score -281087.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -281155.625000 Penalty: 816.943298 Iteration 37Q: 3 clusters Score -281155.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -281205.718750 Penalty: 816.943298 Iteration 38Q: 3 clusters Score -281205.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -281246.656250 Penalty: 816.943298 Iteration 39Q: 3 clusters Score -281246.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -281283.218750 Penalty: 816.943298 Iteration 40F: 3 clusters Score -281283.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -281313.906250 Penalty: 816.943298 Iteration 41Q: 3 clusters Score -281313.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -281338.687500 Penalty: 816.943298 Iteration 42Q: 3 clusters Score -281338.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -281356.531250 Penalty: 816.943298 Iteration 43Q: 3 clusters Score -281356.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -281365.750000 Penalty: 816.943298 Iteration 44Q: 3 clusters Score -281365.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -281376.343750 Penalty: 816.943298 Iteration 45Q: 3 clusters Score -281376.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -281386.468750 Penalty: 816.943298 Iteration 46Q: 3 clusters Score -281386.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -281390.843750 Penalty: 816.943298 Iteration 47Q: 3 clusters Score -281390.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -281396.593750 Penalty: 816.943298 Iteration 48Q: 3 clusters Score -281396.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -281401.093750 Penalty: 816.943298 Iteration 49Q: 3 clusters Score -281401.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -281403.062500 Penalty: 816.943298 Iteration 50Q: 3 clusters Score -281403.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -281409.000000 Penalty: 816.943298 Iteration 51Q: 3 clusters Score -281409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -281411.937500 Penalty: 816.943298 Iteration 52Q: 3 clusters Score -281411.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -281414.656250 Penalty: 816.943298 Iteration 53Q: 3 clusters Score -281414.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -281417.593750 Penalty: 816.943298 Iteration 54Q: 3 clusters Score -281417.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -281418.281250 Penalty: 816.943298 Iteration 55Q: 3 clusters Score -281418.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -281420.312500 Penalty: 816.943298 Iteration 56Q: 3 clusters Score -281420.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -281422.843750 Penalty: 816.943298 Iteration 57Q: 3 clusters Score -281422.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -281426.125000 Penalty: 816.943298 Iteration 58Q: 3 clusters Score -281426.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -281426.187500 Penalty: 816.943298 Iteration 59Q: 3 clusters Score -281426.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -281427.750000 Penalty: 816.943298 Iteration 60F: 3 clusters Score -281427.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -281428.843750 Penalty: 816.943298 Iteration 61Q: 3 clusters Score -281428.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -281432.000000 Penalty: 816.943298 Iteration 62Q: 3 clusters Score -281432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -281433.343750 Penalty: 816.943298 Iteration 63Q: 3 clusters Score -281433.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -281433.937500 Penalty: 816.943298 Iteration 64Q: 3 clusters Score -281433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -281433.937500 Penalty: 816.943298 Iteration 65F: 3 clusters Score -281433.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (35380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35380 members Entering Unmasked Estep Score: -1159769.625000 Penalty: 476.562531 Iteration 0F: 2 clusters Score -1159770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17542 members Mstep: Class 2 contains 17838 members Entering Unmasked Estep Score: -1136198.250000 Penalty: 953.125061 Iteration 0F: 3 clusters Score -1136198 nChanged 17084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15110 members Mstep: Class 2 contains 20270 members Entering Unmasked Estep Score: -1147433.750000 Penalty: 953.125061 Iteration 1F: 3 clusters Score -1147434 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 21783 members Entering Unmasked Estep Score: -1148934.625000 Penalty: 953.125061 Iteration 2F: 3 clusters Score -1148935 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 23547 members Entering Unmasked Estep Score: -1150730.500000 Penalty: 953.125061 Iteration 3F: 3 clusters Score -1150730 nChanged 2349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 25374 members Entering Unmasked Estep Score: -1152609.000000 Penalty: 953.125061 Iteration 4F: 3 clusters Score -1152609 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 27019 members Entering Unmasked Estep Score: -1154280.375000 Penalty: 953.125061 Iteration 5F: 3 clusters Score -1154280 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 28269 members Entering Unmasked Estep Score: -1155437.500000 Penalty: 953.125061 Iteration 6Q: 3 clusters Score -1155438 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 29259 members Entering Unmasked Estep Score: -1156185.750000 Penalty: 953.125061 Iteration 7Q: 3 clusters Score -1156186 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 30146 members Entering Unmasked Estep Score: -1156746.750000 Penalty: 953.125061 Iteration 8Q: 3 clusters Score -1156747 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 30930 members Entering Unmasked Estep Score: -1157185.875000 Penalty: 953.125061 Iteration 9Q: 3 clusters Score -1157186 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 31599 members Entering Unmasked Estep Score: -1157552.750000 Penalty: 953.125061 Iteration 10Q: 3 clusters Score -1157553 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 32248 members Entering Unmasked Estep Score: -1157914.625000 Penalty: 953.125061 Iteration 11Q: 3 clusters Score -1157915 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 32841 members Entering Unmasked Estep Score: -1158289.375000 Penalty: 953.125061 Iteration 12Q: 3 clusters Score -1158289 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 33344 members Entering Unmasked Estep Score: -1158591.250000 Penalty: 953.125061 Iteration 13Q: 3 clusters Score -1158591 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 33756 members Entering Unmasked Estep Score: -1158827.250000 Penalty: 953.125061 Iteration 14Q: 3 clusters Score -1158827 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 34059 members Entering Unmasked Estep Score: -1158980.625000 Penalty: 953.125061 Iteration 15Q: 3 clusters Score -1158981 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 34291 members Entering Unmasked Estep Score: -1159092.500000 Penalty: 953.125061 Iteration 16Q: 3 clusters Score -1159092 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 34468 members Entering Unmasked Estep Score: -1159169.000000 Penalty: 953.125061 Iteration 17Q: 3 clusters Score -1159169 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 34604 members Entering Unmasked Estep Score: -1159228.625000 Penalty: 953.125061 Iteration 18Q: 3 clusters Score -1159229 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 34702 members Entering Unmasked Estep Score: -1159263.125000 Penalty: 953.125061 Iteration 19Q: 3 clusters Score -1159263 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 34779 members Entering Unmasked Estep Score: -1159293.750000 Penalty: 953.125061 Iteration 20F: 3 clusters Score -1159294 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 34852 members Entering Unmasked Estep Score: -1159331.875000 Penalty: 953.125061 Iteration 21Q: 3 clusters Score -1159332 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 34912 members Entering Unmasked Estep Score: -1159386.500000 Penalty: 953.125061 Iteration 22Q: 3 clusters Score -1159386 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 34948 members Entering Unmasked Estep Score: -1159414.000000 Penalty: 953.125061 Iteration 23Q: 3 clusters Score -1159414 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 34976 members Entering Unmasked Estep Score: -1159433.750000 Penalty: 953.125061 Iteration 24Q: 3 clusters Score -1159434 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 34998 members Entering Unmasked Estep Score: -1159446.500000 Penalty: 953.125061 Iteration 25Q: 3 clusters Score -1159446 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 35011 members Entering Unmasked Estep Score: -1159454.125000 Penalty: 953.125061 Iteration 26Q: 3 clusters Score -1159454 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 35020 members Entering Unmasked Estep Score: -1159462.250000 Penalty: 953.125061 Iteration 27Q: 3 clusters Score -1159462 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 35031 members Entering Unmasked Estep Score: -1159470.500000 Penalty: 953.125061 Iteration 28Q: 3 clusters Score -1159470 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 35040 members Entering Unmasked Estep Score: -1159471.375000 Penalty: 953.125061 Iteration 29Q: 3 clusters Score -1159471 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 35051 members Entering Unmasked Estep Score: -1159476.750000 Penalty: 953.125061 Iteration 30Q: 3 clusters Score -1159477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 35056 members Entering Unmasked Estep Score: -1159479.625000 Penalty: 953.125061 Iteration 31Q: 3 clusters Score -1159480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 35063 members Entering Unmasked Estep Score: -1159483.375000 Penalty: 953.125061 Iteration 32Q: 3 clusters Score -1159483 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 35067 members Entering Unmasked Estep Score: -1159484.125000 Penalty: 953.125061 Iteration 33Q: 3 clusters Score -1159484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 35068 members Entering Unmasked Estep Score: -1159484.625000 Penalty: 953.125061 Iteration 34Q: 3 clusters Score -1159485 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 35069 members Entering Unmasked Estep Score: -1159485.875000 Penalty: 953.125061 Iteration 35Q: 3 clusters Score -1159486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 35072 members Entering Unmasked Estep Score: -1159485.500000 Penalty: 953.125061 Iteration 36Q: 3 clusters Score -1159486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 35074 members Entering Unmasked Estep Score: -1159486.750000 Penalty: 953.125061 Iteration 37Q: 3 clusters Score -1159487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 35077 members Entering Unmasked Estep Score: -1159487.375000 Penalty: 953.125061 Iteration 38Q: 3 clusters Score -1159487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 35077 members Entering Unmasked Estep Score: -1159487.750000 Penalty: 953.125061 Iteration 39Q: 3 clusters Score -1159488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 35076 members Entering Unmasked Estep Score: -1159488.125000 Penalty: 953.125061 Iteration 40F: 3 clusters Score -1159488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 35074 members Entering Unmasked Estep Score: -1159489.500000 Penalty: 953.125061 Iteration 41Q: 3 clusters Score -1159490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 35074 members Entering Unmasked Estep Score: -1159491.625000 Penalty: 953.125061 Iteration 42Q: 3 clusters Score -1159492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 35075 members Entering Unmasked Estep Score: -1159492.125000 Penalty: 953.125061 Iteration 43Q: 3 clusters Score -1159492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 35077 members Entering Unmasked Estep Score: -1159492.875000 Penalty: 953.125061 Iteration 44Q: 3 clusters Score -1159493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 35082 members Entering Unmasked Estep Score: -1159494.250000 Penalty: 953.125061 Iteration 45Q: 3 clusters Score -1159494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 35086 members Entering Unmasked Estep Score: -1159494.000000 Penalty: 953.125061 Iteration 46Q: 3 clusters Score -1159494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 35083 members Entering Unmasked Estep Score: -1159496.625000 Penalty: 953.125061 Iteration 47Q: 3 clusters Score -1159497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 35083 members Entering Unmasked Estep Score: -1159496.625000 Penalty: 953.125061 Iteration 48F: 3 clusters Score -1159497 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Entering Unmasked Estep Score: -30099.535156 Penalty: 310.607819 Iteration 0F: 2 clusters Score -30099.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -29362.652344 Penalty: 621.215637 Iteration 0F: 3 clusters Score -29362.65 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -29582.761719 Penalty: 621.215637 Iteration 1F: 3 clusters Score -29582.76 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -29630.376953 Penalty: 621.215637 Iteration 2F: 3 clusters Score -29630.38 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29666.283203 Penalty: 621.215637 Iteration 3F: 3 clusters Score -29666.28 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -29698.539062 Penalty: 621.215637 Iteration 4Q: 3 clusters Score -29698.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -29720.363281 Penalty: 621.215637 Iteration 5Q: 3 clusters Score -29720.36 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -29741.701172 Penalty: 621.215637 Iteration 6Q: 3 clusters Score -29741.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -29765.458984 Penalty: 621.215637 Iteration 7Q: 3 clusters Score -29765.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -29778.718750 Penalty: 621.215637 Iteration 8Q: 3 clusters Score -29778.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -29787.896484 Penalty: 621.215637 Iteration 9Q: 3 clusters Score -29787.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -29794.218750 Penalty: 621.215637 Iteration 10Q: 3 clusters Score -29794.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -29796.859375 Penalty: 621.215637 Iteration 11Q: 3 clusters Score -29796.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -29800.191406 Penalty: 621.215637 Iteration 12Q: 3 clusters Score -29800.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -29804.542969 Penalty: 621.215637 Iteration 13Q: 3 clusters Score -29804.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29807.626953 Penalty: 621.215637 Iteration 14Q: 3 clusters Score -29807.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29810.535156 Penalty: 621.215637 Iteration 15Q: 3 clusters Score -29810.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29813.812500 Penalty: 621.215637 Iteration 16Q: 3 clusters Score -29813.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -29819.107422 Penalty: 621.215637 Iteration 17Q: 3 clusters Score -29819.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -29823.890625 Penalty: 621.215637 Iteration 18Q: 3 clusters Score -29823.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29828.187500 Penalty: 621.215637 Iteration 19Q: 3 clusters Score -29828.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29829.324219 Penalty: 621.215637 Iteration 20F: 3 clusters Score -29829.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -29829.476562 Penalty: 621.215637 Iteration 21Q: 3 clusters Score -29829.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -29829.597656 Penalty: 621.215637 Iteration 22Q: 3 clusters Score -29829.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -29829.597656 Penalty: 621.215637 Iteration 23F: 3 clusters Score -29829.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -10914.137695 Penalty: 277.768097 Iteration 0F: 2 clusters Score -10914.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -10469.903320 Penalty: 555.536194 Iteration 0F: 3 clusters Score -10469.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -10627.080078 Penalty: 555.536194 Iteration 1F: 3 clusters Score -10627.08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -10667.060547 Penalty: 555.536194 Iteration 2F: 3 clusters Score -10667.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -10690.334961 Penalty: 555.536194 Iteration 3F: 3 clusters Score -10690.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -10702.236328 Penalty: 555.536194 Iteration 4Q: 3 clusters Score -10702.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -10712.875977 Penalty: 555.536194 Iteration 5Q: 3 clusters Score -10712.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -10722.485352 Penalty: 555.536194 Iteration 6Q: 3 clusters Score -10722.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -10727.481445 Penalty: 555.536194 Iteration 7Q: 3 clusters Score -10727.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -10727.904297 Penalty: 555.536194 Iteration 8Q: 3 clusters Score -10727.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -10728.594727 Penalty: 555.536194 Iteration 9Q: 3 clusters Score -10728.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -10730.319336 Penalty: 555.536194 Iteration 10Q: 3 clusters Score -10730.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -10731.427734 Penalty: 555.536194 Iteration 11Q: 3 clusters Score -10731.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -10731.881836 Penalty: 555.536194 Iteration 12Q: 3 clusters Score -10731.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -10731.881836 Penalty: 555.536194 Iteration 13F: 3 clusters Score -10731.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Entering Unmasked Estep Score: -245528.718750 Penalty: 406.409637 Iteration 0F: 2 clusters Score -245528.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -240520.265625 Penalty: 812.819275 Iteration 0F: 3 clusters Score -240520.3 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -242480.281250 Penalty: 812.819275 Iteration 1F: 3 clusters Score -242480.3 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -242663.046875 Penalty: 812.819275 Iteration 2F: 3 clusters Score -242663 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -242854.812500 Penalty: 812.819275 Iteration 3F: 3 clusters Score -242854.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -243062.890625 Penalty: 812.819275 Iteration 4F: 3 clusters Score -243062.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -243349.375000 Penalty: 812.819275 Iteration 5F: 3 clusters Score -243349.4 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -243614.890625 Penalty: 812.819275 Iteration 6F: 3 clusters Score -243614.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -243758.046875 Penalty: 812.819275 Iteration 7Q: 3 clusters Score -243758 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -243820.437500 Penalty: 812.819275 Iteration 8Q: 3 clusters Score -243820.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -243857.687500 Penalty: 812.819275 Iteration 9Q: 3 clusters Score -243857.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -243878.984375 Penalty: 812.819275 Iteration 10Q: 3 clusters Score -243879 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -243894.234375 Penalty: 812.819275 Iteration 11Q: 3 clusters Score -243894.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -243916.671875 Penalty: 812.819275 Iteration 12Q: 3 clusters Score -243916.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -243938.609375 Penalty: 812.819275 Iteration 13Q: 3 clusters Score -243938.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -243965.968750 Penalty: 812.819275 Iteration 14Q: 3 clusters Score -243966 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -243990.250000 Penalty: 812.819275 Iteration 15Q: 3 clusters Score -243990.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -244013.234375 Penalty: 812.819275 Iteration 16Q: 3 clusters Score -244013.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -244041.343750 Penalty: 812.819275 Iteration 17Q: 3 clusters Score -244041.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -244072.437500 Penalty: 812.819275 Iteration 18Q: 3 clusters Score -244072.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -244107.125000 Penalty: 812.819275 Iteration 19Q: 3 clusters Score -244107.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -244140.328125 Penalty: 812.819275 Iteration 20F: 3 clusters Score -244140.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -244174.250000 Penalty: 812.819275 Iteration 21Q: 3 clusters Score -244174.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -244209.156250 Penalty: 812.819275 Iteration 22Q: 3 clusters Score -244209.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -244251.046875 Penalty: 812.819275 Iteration 23Q: 3 clusters Score -244251 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -244293.531250 Penalty: 812.819275 Iteration 24Q: 3 clusters Score -244293.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -244331.203125 Penalty: 812.819275 Iteration 25Q: 3 clusters Score -244331.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -244372.484375 Penalty: 812.819275 Iteration 26Q: 3 clusters Score -244372.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -244413.703125 Penalty: 812.819275 Iteration 27Q: 3 clusters Score -244413.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -244443.562500 Penalty: 812.819275 Iteration 28Q: 3 clusters Score -244443.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -244464.968750 Penalty: 812.819275 Iteration 29Q: 3 clusters Score -244465 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -244484.562500 Penalty: 812.819275 Iteration 30Q: 3 clusters Score -244484.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -244500.625000 Penalty: 812.819275 Iteration 31Q: 3 clusters Score -244500.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -244510.046875 Penalty: 812.819275 Iteration 32Q: 3 clusters Score -244510 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -244516.171875 Penalty: 812.819275 Iteration 33Q: 3 clusters Score -244516.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -244521.531250 Penalty: 812.819275 Iteration 34Q: 3 clusters Score -244521.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -244526.468750 Penalty: 812.819275 Iteration 35Q: 3 clusters Score -244526.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -244527.906250 Penalty: 812.819275 Iteration 36Q: 3 clusters Score -244527.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -244530.671875 Penalty: 812.819275 Iteration 37Q: 3 clusters Score -244530.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -244532.953125 Penalty: 812.819275 Iteration 38Q: 3 clusters Score -244533 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -244534.031250 Penalty: 812.819275 Iteration 39Q: 3 clusters Score -244534 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -244537.343750 Penalty: 812.819275 Iteration 40F: 3 clusters Score -244537.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -244541.421875 Penalty: 812.819275 Iteration 41Q: 3 clusters Score -244541.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -244544.421875 Penalty: 812.819275 Iteration 42Q: 3 clusters Score -244544.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -244546.796875 Penalty: 812.819275 Iteration 43Q: 3 clusters Score -244546.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -244548.625000 Penalty: 812.819275 Iteration 44Q: 3 clusters Score -244548.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -244550.562500 Penalty: 812.819275 Iteration 45Q: 3 clusters Score -244550.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -244551.234375 Penalty: 812.819275 Iteration 46Q: 3 clusters Score -244551.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -244552.015625 Penalty: 812.819275 Iteration 47Q: 3 clusters Score -244552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -244552.437500 Penalty: 812.819275 Iteration 48Q: 3 clusters Score -244552.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -244552.906250 Penalty: 812.819275 Iteration 49Q: 3 clusters Score -244552.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -244553.484375 Penalty: 812.819275 Iteration 50Q: 3 clusters Score -244553.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -244553.609375 Penalty: 812.819275 Iteration 51Q: 3 clusters Score -244553.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -244553.937500 Penalty: 812.819275 Iteration 52Q: 3 clusters Score -244553.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -244554.640625 Penalty: 812.819275 Iteration 53Q: 3 clusters Score -244554.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -244554.859375 Penalty: 812.819275 Iteration 54Q: 3 clusters Score -244554.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -244555.531250 Penalty: 812.819275 Iteration 55Q: 3 clusters Score -244555.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -244555.359375 Penalty: 812.819275 Iteration 56Q: 3 clusters Score -244555.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -244555.343750 Penalty: 812.819275 Iteration 57Q: 3 clusters Score -244555.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -244556.062500 Penalty: 812.819275 Iteration 58Q: 3 clusters Score -244556.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -244556.078125 Penalty: 812.819275 Iteration 59Q: 3 clusters Score -244556.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -244556.875000 Penalty: 812.819275 Iteration 60F: 3 clusters Score -244556.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -244556.687500 Penalty: 812.819275 Iteration 61Q: 3 clusters Score -244556.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -244556.953125 Penalty: 812.819275 Iteration 62Q: 3 clusters Score -244557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -244556.968750 Penalty: 812.819275 Iteration 63Q: 3 clusters Score -244557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -244557.062500 Penalty: 812.819275 Iteration 64Q: 3 clusters Score -244557.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -244557.734375 Penalty: 812.819275 Iteration 65Q: 3 clusters Score -244557.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -244557.953125 Penalty: 812.819275 Iteration 66Q: 3 clusters Score -244558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -244558.140625 Penalty: 812.819275 Iteration 67Q: 3 clusters Score -244558.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -244558.375000 Penalty: 812.819275 Iteration 68Q: 3 clusters Score -244558.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -244558.734375 Penalty: 812.819275 Iteration 69Q: 3 clusters Score -244558.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -244559.000000 Penalty: 812.819275 Iteration 70Q: 3 clusters Score -244559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -244559.109375 Penalty: 812.819275 Iteration 71Q: 3 clusters Score -244559.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -244559.234375 Penalty: 812.819275 Iteration 72Q: 3 clusters Score -244559.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -244559.968750 Penalty: 812.819275 Iteration 73Q: 3 clusters Score -244560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -244560.937500 Penalty: 812.819275 Iteration 74Q: 3 clusters Score -244560.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -244561.640625 Penalty: 812.819275 Iteration 75Q: 3 clusters Score -244561.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -244561.484375 Penalty: 812.819275 Iteration 76Q: 3 clusters Score -244561.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -244561.531250 Penalty: 812.819275 Iteration 77Q: 3 clusters Score -244561.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -244561.531250 Penalty: 812.819275 Iteration 78F: 3 clusters Score -244561.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Entering Unmasked Estep Score: -162962.296875 Penalty: 392.173981 Iteration 0F: 2 clusters Score -162962.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -159277.531250 Penalty: 784.347961 Iteration 0F: 3 clusters Score -159277.5 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -160656.109375 Penalty: 784.347961 Iteration 1F: 3 clusters Score -160656.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -160815.359375 Penalty: 784.347961 Iteration 2F: 3 clusters Score -160815.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -161018.078125 Penalty: 784.347961 Iteration 3F: 3 clusters Score -161018.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -161256.890625 Penalty: 784.347961 Iteration 4F: 3 clusters Score -161256.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -161481.062500 Penalty: 784.347961 Iteration 5F: 3 clusters Score -161481.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -161708.031250 Penalty: 784.347961 Iteration 6F: 3 clusters Score -161708 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -161919.640625 Penalty: 784.347961 Iteration 7F: 3 clusters Score -161919.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -162127.187500 Penalty: 784.347961 Iteration 8F: 3 clusters Score -162127.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -162376.546875 Penalty: 784.347961 Iteration 9Q: 3 clusters Score -162376.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -162631.187500 Penalty: 784.347961 Iteration 10Q: 3 clusters Score -162631.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -162782.468750 Penalty: 784.347961 Iteration 11Q: 3 clusters Score -162782.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -162827.781250 Penalty: 784.347961 Iteration 12Q: 3 clusters Score -162827.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -162852.578125 Penalty: 784.347961 Iteration 13Q: 3 clusters Score -162852.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -162865.125000 Penalty: 784.347961 Iteration 14Q: 3 clusters Score -162865.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -162871.656250 Penalty: 784.347961 Iteration 15Q: 3 clusters Score -162871.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -162875.875000 Penalty: 784.347961 Iteration 16Q: 3 clusters Score -162875.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -162878.718750 Penalty: 784.347961 Iteration 17Q: 3 clusters Score -162878.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -162881.656250 Penalty: 784.347961 Iteration 18Q: 3 clusters Score -162881.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -162883.046875 Penalty: 784.347961 Iteration 19Q: 3 clusters Score -162883 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -162886.156250 Penalty: 784.347961 Iteration 20F: 3 clusters Score -162886.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -162887.625000 Penalty: 784.347961 Iteration 21Q: 3 clusters Score -162887.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -162889.140625 Penalty: 784.347961 Iteration 22Q: 3 clusters Score -162889.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -162890.031250 Penalty: 784.347961 Iteration 23Q: 3 clusters Score -162890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -162890.312500 Penalty: 784.347961 Iteration 24Q: 3 clusters Score -162890.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -162890.953125 Penalty: 784.347961 Iteration 25Q: 3 clusters Score -162891 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -162892.515625 Penalty: 784.347961 Iteration 26Q: 3 clusters Score -162892.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -162893.125000 Penalty: 784.347961 Iteration 27Q: 3 clusters Score -162893.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -162893.328125 Penalty: 784.347961 Iteration 28Q: 3 clusters Score -162893.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -162893.468750 Penalty: 784.347961 Iteration 29Q: 3 clusters Score -162893.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -162894.000000 Penalty: 784.347961 Iteration 30Q: 3 clusters Score -162894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -162894.031250 Penalty: 784.347961 Iteration 31Q: 3 clusters Score -162894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -162894.156250 Penalty: 784.347961 Iteration 32Q: 3 clusters Score -162894.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -162894.156250 Penalty: 784.347961 Iteration 33F: 3 clusters Score -162894.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Entering Unmasked Estep Score: -24029.220703 Penalty: 311.777039 Iteration 0F: 2 clusters Score -24029.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -23259.972656 Penalty: 623.554077 Iteration 0F: 3 clusters Score -23259.97 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -23493.373047 Penalty: 623.554077 Iteration 1F: 3 clusters Score -23493.37 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -23527.175781 Penalty: 623.554077 Iteration 2F: 3 clusters Score -23527.18 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -23547.767578 Penalty: 623.554077 Iteration 3Q: 3 clusters Score -23547.77 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -23579.093750 Penalty: 623.554077 Iteration 4Q: 3 clusters Score -23579.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -23639.550781 Penalty: 623.554077 Iteration 5Q: 3 clusters Score -23639.55 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -23684.511719 Penalty: 623.554077 Iteration 6Q: 3 clusters Score -23684.51 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -23716.970703 Penalty: 623.554077 Iteration 7Q: 3 clusters Score -23716.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -23746.332031 Penalty: 623.554077 Iteration 8Q: 3 clusters Score -23746.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -23778.314453 Penalty: 623.554077 Iteration 9Q: 3 clusters Score -23778.31 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -23804.408203 Penalty: 623.554077 Iteration 10Q: 3 clusters Score -23804.41 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -23826.222656 Penalty: 623.554077 Iteration 11Q: 3 clusters Score -23826.22 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -23845.666016 Penalty: 623.554077 Iteration 12Q: 3 clusters Score -23845.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -23873.208984 Penalty: 623.554077 Iteration 13Q: 3 clusters Score -23873.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -23902.521484 Penalty: 623.554077 Iteration 14Q: 3 clusters Score -23902.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -23931.119141 Penalty: 623.554077 Iteration 15Q: 3 clusters Score -23931.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -23951.939453 Penalty: 623.554077 Iteration 16Q: 3 clusters Score -23951.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -23967.599609 Penalty: 623.554077 Iteration 17Q: 3 clusters Score -23967.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -23981.296875 Penalty: 623.554077 Iteration 18Q: 3 clusters Score -23981.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -24002.626953 Penalty: 623.554077 Iteration 19Q: 3 clusters Score -24002.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -24016.623047 Penalty: 623.554077 Iteration 20F: 3 clusters Score -24016.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -24029.511719 Penalty: 623.554077 Iteration 21Q: 3 clusters Score -24029.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -24036.500000 Penalty: 623.554077 Iteration 22Q: 3 clusters Score -24036.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -24041.597656 Penalty: 623.554077 Iteration 23Q: 3 clusters Score -24041.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -24044.800781 Penalty: 623.554077 Iteration 24Q: 3 clusters Score -24044.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -24047.792969 Penalty: 623.554077 Iteration 25Q: 3 clusters Score -24047.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -24050.773438 Penalty: 623.554077 Iteration 26Q: 3 clusters Score -24050.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -24051.218750 Penalty: 623.554077 Iteration 27Q: 3 clusters Score -24051.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -24051.460938 Penalty: 623.554077 Iteration 28Q: 3 clusters Score -24051.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -24052.068359 Penalty: 623.554077 Iteration 29Q: 3 clusters Score -24052.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -24052.208984 Penalty: 623.554077 Iteration 30Q: 3 clusters Score -24052.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -24052.208984 Penalty: 623.554077 Iteration 31F: 3 clusters Score -24052.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 510 members Mstep: Class 3 contains 460 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 7760 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 7592 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 7922 members Mstep: Class 13 contains 35380 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 7571 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 486 members Mstep: Class 19 contains 4632 members Mstep: Class 20 contains 13285 members Entering Unmasked Estep Score: -3029334.500000 Penalty: 9941.629883 Splitting cluster 18 changes total score from -3029421.500000 to -3029334.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (4632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Entering Unmasked Estep Score: -146476.421875 Penalty: 384.053864 Iteration 0F: 2 clusters Score -146476.4 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 2298 members Entering Unmasked Estep Score: -143383.703125 Penalty: 768.107727 Iteration 0F: 3 clusters Score -143383.7 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -144534.171875 Penalty: 768.107727 Iteration 1F: 3 clusters Score -144534.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -144684.656250 Penalty: 768.107727 Iteration 2F: 3 clusters Score -144684.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -144817.515625 Penalty: 768.107727 Iteration 3F: 3 clusters Score -144817.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -144926.968750 Penalty: 768.107727 Iteration 4F: 3 clusters Score -144927 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -145052.984375 Penalty: 768.107727 Iteration 5Q: 3 clusters Score -145053 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -145203.953125 Penalty: 768.107727 Iteration 6Q: 3 clusters Score -145204 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -145383.375000 Penalty: 768.107727 Iteration 7Q: 3 clusters Score -145383.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -145596.875000 Penalty: 768.107727 Iteration 8F: 3 clusters Score -145596.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -145783.218750 Penalty: 768.107727 Iteration 9Q: 3 clusters Score -145783.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -145893.203125 Penalty: 768.107727 Iteration 10Q: 3 clusters Score -145893.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -145962.968750 Penalty: 768.107727 Iteration 11Q: 3 clusters Score -145963 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -146017.312500 Penalty: 768.107727 Iteration 12Q: 3 clusters Score -146017.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -146065.125000 Penalty: 768.107727 Iteration 13Q: 3 clusters Score -146065.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -146100.156250 Penalty: 768.107727 Iteration 14Q: 3 clusters Score -146100.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -146120.968750 Penalty: 768.107727 Iteration 15Q: 3 clusters Score -146121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -146127.390625 Penalty: 768.107727 Iteration 16Q: 3 clusters Score -146127.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -146130.890625 Penalty: 768.107727 Iteration 17Q: 3 clusters Score -146130.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -146135.328125 Penalty: 768.107727 Iteration 18Q: 3 clusters Score -146135.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -146137.593750 Penalty: 768.107727 Iteration 19Q: 3 clusters Score -146137.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -146140.703125 Penalty: 768.107727 Iteration 20F: 3 clusters Score -146140.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -146145.578125 Penalty: 768.107727 Iteration 21Q: 3 clusters Score -146145.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -146149.578125 Penalty: 768.107727 Iteration 22Q: 3 clusters Score -146149.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -146152.593750 Penalty: 768.107727 Iteration 23Q: 3 clusters Score -146152.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -146153.875000 Penalty: 768.107727 Iteration 24Q: 3 clusters Score -146153.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -146155.171875 Penalty: 768.107727 Iteration 25Q: 3 clusters Score -146155.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -146155.781250 Penalty: 768.107727 Iteration 26Q: 3 clusters Score -146155.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -146155.781250 Penalty: 768.107727 Iteration 27F: 3 clusters Score -146155.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (13285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Entering Unmasked Estep Score: -435546.250000 Penalty: 431.994781 Iteration 0F: 2 clusters Score -435546.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -426659.218750 Penalty: 863.989563 Iteration 0F: 3 clusters Score -426659.2 nChanged 6225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -430401.468750 Penalty: 863.989563 Iteration 1F: 3 clusters Score -430401.5 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -430756.406250 Penalty: 863.989563 Iteration 2F: 3 clusters Score -430756.4 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -431164.437500 Penalty: 863.989563 Iteration 3F: 3 clusters Score -431164.4 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -431667.562500 Penalty: 863.989563 Iteration 4F: 3 clusters Score -431667.6 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -432191.218750 Penalty: 863.989563 Iteration 5F: 3 clusters Score -432191.2 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -432780.656250 Penalty: 863.989563 Iteration 6F: 3 clusters Score -432780.7 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -433324.718750 Penalty: 863.989563 Iteration 7F: 3 clusters Score -433324.7 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -433808.781250 Penalty: 863.989563 Iteration 8Q: 3 clusters Score -433808.8 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -434215.375000 Penalty: 863.989563 Iteration 9Q: 3 clusters Score -434215.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -434506.031250 Penalty: 863.989563 Iteration 10Q: 3 clusters Score -434506 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -434700.125000 Penalty: 863.989563 Iteration 11Q: 3 clusters Score -434700.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -434837.656250 Penalty: 863.989563 Iteration 12Q: 3 clusters Score -434837.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 10841 members Entering Unmasked Estep Score: -434943.093750 Penalty: 863.989563 Iteration 13Q: 3 clusters Score -434943.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -435034.968750 Penalty: 863.989563 Iteration 14Q: 3 clusters Score -435035 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -435119.687500 Penalty: 863.989563 Iteration 15Q: 3 clusters Score -435119.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -435200.687500 Penalty: 863.989563 Iteration 16Q: 3 clusters Score -435200.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -435266.343750 Penalty: 863.989563 Iteration 17Q: 3 clusters Score -435266.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -435318.250000 Penalty: 863.989563 Iteration 18Q: 3 clusters Score -435318.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 11435 members Entering Unmasked Estep Score: -435354.281250 Penalty: 863.989563 Iteration 19Q: 3 clusters Score -435354.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -435377.468750 Penalty: 863.989563 Iteration 20F: 3 clusters Score -435377.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -435397.187500 Penalty: 863.989563 Iteration 21Q: 3 clusters Score -435397.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -435410.750000 Penalty: 863.989563 Iteration 22Q: 3 clusters Score -435410.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -435420.343750 Penalty: 863.989563 Iteration 23Q: 3 clusters Score -435420.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -435423.687500 Penalty: 863.989563 Iteration 24Q: 3 clusters Score -435423.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -435427.312500 Penalty: 863.989563 Iteration 25Q: 3 clusters Score -435427.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -435428.687500 Penalty: 863.989563 Iteration 26Q: 3 clusters Score -435428.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -435430.750000 Penalty: 863.989563 Iteration 27Q: 3 clusters Score -435430.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -435431.562500 Penalty: 863.989563 Iteration 28Q: 3 clusters Score -435431.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -435431.750000 Penalty: 863.989563 Iteration 29Q: 3 clusters Score -435431.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -435431.843750 Penalty: 863.989563 Iteration 30Q: 3 clusters Score -435431.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -435432.875000 Penalty: 863.989563 Iteration 31Q: 3 clusters Score -435432.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -435433.250000 Penalty: 863.989563 Iteration 32Q: 3 clusters Score -435433.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -435433.375000 Penalty: 863.989563 Iteration 33Q: 3 clusters Score -435433.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -435434.437500 Penalty: 863.989563 Iteration 34Q: 3 clusters Score -435434.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -435434.187500 Penalty: 863.989563 Iteration 35Q: 3 clusters Score -435434.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -435435.125000 Penalty: 863.989563 Iteration 36Q: 3 clusters Score -435435.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -435437.187500 Penalty: 863.989563 Iteration 37Q: 3 clusters Score -435437.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -435437.593750 Penalty: 863.989563 Iteration 38Q: 3 clusters Score -435437.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -435437.406250 Penalty: 863.989563 Iteration 39Q: 3 clusters Score -435437.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -435437.968750 Penalty: 863.989563 Iteration 40F: 3 clusters Score -435438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -435438.250000 Penalty: 863.989563 Iteration 41Q: 3 clusters Score -435438.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -435438.750000 Penalty: 863.989563 Iteration 42Q: 3 clusters Score -435438.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -435439.562500 Penalty: 863.989563 Iteration 43Q: 3 clusters Score -435439.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 11769 members Entering Unmasked Estep Score: -435439.562500 Penalty: 863.989563 Iteration 44Q: 3 clusters Score -435439.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -435439.093750 Penalty: 863.989563 Iteration 45Q: 3 clusters Score -435439.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -435440.375000 Penalty: 863.989563 Iteration 46Q: 3 clusters Score -435440.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -435440.343750 Penalty: 863.989563 Iteration 47Q: 3 clusters Score -435440.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -435439.562500 Penalty: 863.989563 Iteration 48Q: 3 clusters Score -435439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -435439.562500 Penalty: 863.989563 Iteration 49F: 3 clusters Score -435439.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 510 members Mstep: Class 4 contains 1541 members Mstep: Class 6 contains 7760 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 2474 members Mstep: Class 10 contains 7592 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 7922 members Mstep: Class 13 contains 35380 members Mstep: Class 14 contains 922 members Mstep: Class 15 contains 448 members Mstep: Class 16 contains 7571 members Mstep: Class 17 contains 5537 members Mstep: Class 18 contains 946 members Mstep: Class 19 contains 4632 members Mstep: Class 20 contains 13285 members Entering Unmasked Estep ConsiderDeletion Score: -3029605.000000 Penalty: 9418.385742 Iteration 39Q: 19 clusters Score -3029605 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 504 members Mstep: Class 4 contains 1600 members Mstep: Class 6 contains 7466 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 712 members Mstep: Class 9 contains 2457 members Mstep: Class 10 contains 7609 members Mstep: Class 11 contains 1033 members Mstep: Class 12 contains 7921 members Mstep: Class 13 contains 35419 members Mstep: Class 14 contains 948 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7546 members Mstep: Class 17 contains 5528 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 4642 members Mstep: Class 20 contains 13512 members Entering Unmasked Estep ConsiderDeletion Score: -3029883.000000 Penalty: 9418.385742 Iteration 40F: 19 clusters Score -3029883 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 502 members Mstep: Class 4 contains 1675 members Mstep: Class 6 contains 7161 members Mstep: Class 7 contains 249 members Mstep: Class 8 contains 717 members Mstep: Class 9 contains 2438 members Mstep: Class 10 contains 7637 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 7921 members Mstep: Class 13 contains 35424 members Mstep: Class 14 contains 978 members Mstep: Class 15 contains 458 members Mstep: Class 16 contains 7525 members Mstep: Class 17 contains 5505 members Mstep: Class 18 contains 957 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 13744 members Entering Unmasked Estep ConsiderDeletion Score: -3030132.250000 Penalty: 9418.385742 Iteration 41Q: 19 clusters Score -3030132 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 497 members Mstep: Class 4 contains 1744 members Mstep: Class 6 contains 6851 members Mstep: Class 7 contains 242 members Mstep: Class 8 contains 722 members Mstep: Class 9 contains 2412 members Mstep: Class 10 contains 7671 members Mstep: Class 11 contains 990 members Mstep: Class 12 contains 7920 members Mstep: Class 13 contains 35434 members Mstep: Class 14 contains 1006 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 7506 members Mstep: Class 17 contains 5488 members Mstep: Class 18 contains 965 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 13988 members Entering Unmasked Estep ConsiderDeletion Score: -3030304.250000 Penalty: 9418.385742 Iteration 42Q: 19 clusters Score -3030304 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 489 members Mstep: Class 4 contains 1802 members Mstep: Class 6 contains 6567 members Mstep: Class 7 contains 239 members Mstep: Class 8 contains 726 members Mstep: Class 9 contains 2381 members Mstep: Class 10 contains 7713 members Mstep: Class 11 contains 974 members Mstep: Class 12 contains 7918 members Mstep: Class 13 contains 35447 members Mstep: Class 14 contains 1033 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 7490 members Mstep: Class 17 contains 5470 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 4653 members Mstep: Class 20 contains 14212 members Entering Unmasked Estep ConsiderDeletion Score: -3030455.500000 Penalty: 9418.385742 Iteration 43Q: 19 clusters Score -3030456 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 484 members Mstep: Class 4 contains 1856 members Mstep: Class 6 contains 6273 members Mstep: Class 7 contains 236 members Mstep: Class 8 contains 727 members Mstep: Class 9 contains 2351 members Mstep: Class 10 contains 7750 members Mstep: Class 11 contains 961 members Mstep: Class 12 contains 7917 members Mstep: Class 13 contains 35456 members Mstep: Class 14 contains 1059 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 7465 members Mstep: Class 17 contains 5464 members Mstep: Class 18 contains 983 members Mstep: Class 19 contains 4660 members Mstep: Class 20 contains 14448 members Entering Unmasked Estep ConsiderDeletion Score: -3030601.000000 Penalty: 9418.385742 Iteration 44Q: 19 clusters Score -3030601 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 472 members Mstep: Class 4 contains 1921 members Mstep: Class 6 contains 5996 members Mstep: Class 7 contains 235 members Mstep: Class 8 contains 730 members Mstep: Class 9 contains 2314 members Mstep: Class 10 contains 7801 members Mstep: Class 11 contains 954 members Mstep: Class 12 contains 7916 members Mstep: Class 13 contains 35465 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 7439 members Mstep: Class 17 contains 5455 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 4665 members Mstep: Class 20 contains 14661 members Entering Unmasked Estep ConsiderDeletion Score: -3030737.250000 Penalty: 9418.385742 Iteration 45Q: 19 clusters Score -3030737 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 469 members Mstep: Class 4 contains 1972 members Mstep: Class 6 contains 5737 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 732 members Mstep: Class 9 contains 2281 members Mstep: Class 10 contains 7836 members Mstep: Class 11 contains 941 members Mstep: Class 12 contains 7917 members Mstep: Class 13 contains 35488 members Mstep: Class 14 contains 1091 members Mstep: Class 15 contains 463 members Mstep: Class 16 contains 7413 members Mstep: Class 17 contains 5451 members Mstep: Class 18 contains 999 members Mstep: Class 19 contains 4669 members Mstep: Class 20 contains 14859 members Entering Unmasked Estep ConsiderDeletion Score: -3030855.500000 Penalty: 9418.385742 Iteration 46Q: 19 clusters Score -3030856 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 462 members Mstep: Class 4 contains 2022 members Mstep: Class 6 contains 5490 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 733 members Mstep: Class 9 contains 2259 members Mstep: Class 10 contains 7865 members Mstep: Class 11 contains 929 members Mstep: Class 12 contains 7917 members Mstep: Class 13 contains 35504 members Mstep: Class 14 contains 1102 members Mstep: Class 15 contains 462 members Mstep: Class 16 contains 7392 members Mstep: Class 17 contains 5442 members Mstep: Class 18 contains 1004 members Mstep: Class 19 contains 4681 members Mstep: Class 20 contains 15054 members Entering Unmasked Estep ConsiderDeletion Score: -3030950.750000 Penalty: 9418.385742 Iteration 47Q: 19 clusters Score -3030951 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 455 members Mstep: Class 4 contains 2071 members Mstep: Class 6 contains 5261 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 734 members Mstep: Class 9 contains 2236 members Mstep: Class 10 contains 7890 members Mstep: Class 11 contains 932 members Mstep: Class 12 contains 7916 members Mstep: Class 13 contains 35528 members Mstep: Class 14 contains 1110 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 7364 members Mstep: Class 17 contains 5433 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 15230 members Entering Unmasked Estep ConsiderDeletion Score: -3031059.750000 Penalty: 9418.385742 Iteration 48Q: 19 clusters Score -3031060 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 453 members Mstep: Class 4 contains 2118 members Mstep: Class 6 contains 5063 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 737 members Mstep: Class 9 contains 2218 members Mstep: Class 10 contains 7911 members Mstep: Class 11 contains 923 members Mstep: Class 12 contains 7916 members Mstep: Class 13 contains 35548 members Mstep: Class 14 contains 1115 members Mstep: Class 15 contains 458 members Mstep: Class 16 contains 7339 members Mstep: Class 17 contains 5430 members Mstep: Class 18 contains 1019 members Mstep: Class 19 contains 4693 members Mstep: Class 20 contains 15377 members Entering Unmasked Estep ConsiderDeletion Score: -3031153.000000 Penalty: 9418.385742 Iteration 49Q: 19 clusters Score -3031153 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 451 members Mstep: Class 4 contains 2159 members Mstep: Class 6 contains 4889 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 741 members Mstep: Class 9 contains 2204 members Mstep: Class 10 contains 7929 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 7916 members Mstep: Class 13 contains 35567 members Mstep: Class 14 contains 1120 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 7316 members Mstep: Class 17 contains 5428 members Mstep: Class 18 contains 1021 members Mstep: Class 19 contains 4699 members Mstep: Class 20 contains 15506 members Entering Unmasked Estep ConsiderDeletion Score: -3031213.000000 Penalty: 9418.385742 Iteration 50Q: 19 clusters Score -3031213 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 447 members Mstep: Class 4 contains 2188 members Mstep: Class 6 contains 4718 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 741 members Mstep: Class 9 contains 2193 members Mstep: Class 10 contains 7942 members Mstep: Class 11 contains 915 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35581 members Mstep: Class 14 contains 1126 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 7298 members Mstep: Class 17 contains 5421 members Mstep: Class 18 contains 1024 members Mstep: Class 19 contains 4705 members Mstep: Class 20 contains 15645 members Entering Unmasked Estep ConsiderDeletion Score: -3031267.750000 Penalty: 9418.385742 Iteration 51Q: 19 clusters Score -3031268 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2223 members Mstep: Class 6 contains 4560 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 7951 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35596 members Mstep: Class 14 contains 1129 members Mstep: Class 15 contains 460 members Mstep: Class 16 contains 7281 members Mstep: Class 17 contains 5417 members Mstep: Class 18 contains 1029 members Mstep: Class 19 contains 4701 members Mstep: Class 20 contains 15767 members Entering Unmasked Estep ConsiderDeletion Score: -3031330.500000 Penalty: 9418.385742 Iteration 52Q: 19 clusters Score -3031330 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2273 members Mstep: Class 6 contains 4402 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2178 members Mstep: Class 10 contains 7966 members Mstep: Class 11 contains 917 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35601 members Mstep: Class 14 contains 1134 members Mstep: Class 15 contains 459 members Mstep: Class 16 contains 7264 members Mstep: Class 17 contains 5415 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 4700 members Mstep: Class 20 contains 15873 members Entering Unmasked Estep ConsiderDeletion Score: -3031389.750000 Penalty: 9418.385742 Iteration 53Q: 19 clusters Score -3031390 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2317 members Mstep: Class 6 contains 4265 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2172 members Mstep: Class 10 contains 7980 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35606 members Mstep: Class 14 contains 1136 members Mstep: Class 15 contains 457 members Mstep: Class 16 contains 7255 members Mstep: Class 17 contains 5413 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 4698 members Mstep: Class 20 contains 15967 members Entering Unmasked Estep ConsiderDeletion Score: -3031415.750000 Penalty: 9418.385742 Iteration 54Q: 19 clusters Score -3031416 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2344 members Mstep: Class 6 contains 4147 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2167 members Mstep: Class 10 contains 7991 members Mstep: Class 11 contains 916 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35617 members Mstep: Class 14 contains 1137 members Mstep: Class 15 contains 454 members Mstep: Class 16 contains 7240 members Mstep: Class 17 contains 5412 members Mstep: Class 18 contains 1036 members Mstep: Class 19 contains 4696 members Mstep: Class 20 contains 16060 members Entering Unmasked Estep ConsiderDeletion Score: -3031446.250000 Penalty: 9418.385742 Iteration 55Q: 19 clusters Score -3031446 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2367 members Mstep: Class 6 contains 4053 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2163 members Mstep: Class 10 contains 8000 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35630 members Mstep: Class 14 contains 1138 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7225 members Mstep: Class 17 contains 5412 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 4692 members Mstep: Class 20 contains 16135 members Entering Unmasked Estep ConsiderDeletion Score: -3031456.250000 Penalty: 9418.385742 Iteration 56Q: 19 clusters Score -3031456 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2389 members Mstep: Class 6 contains 3974 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2159 members Mstep: Class 10 contains 8008 members Mstep: Class 11 contains 912 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35644 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7210 members Mstep: Class 17 contains 5411 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 4689 members Mstep: Class 20 contains 16194 members Entering Unmasked Estep ConsiderDeletion Score: -3031477.500000 Penalty: 9418.385742 Iteration 57Q: 19 clusters Score -3031478 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2402 members Mstep: Class 6 contains 3901 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2155 members Mstep: Class 10 contains 8019 members Mstep: Class 11 contains 910 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35652 members Mstep: Class 14 contains 1140 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7197 members Mstep: Class 17 contains 5410 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 4687 members Mstep: Class 20 contains 16255 members Entering Unmasked Estep ConsiderDeletion Score: -3031508.750000 Penalty: 9418.385742 Iteration 58Q: 19 clusters Score -3031509 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2425 members Mstep: Class 6 contains 3839 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 8030 members Mstep: Class 11 contains 904 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35663 members Mstep: Class 14 contains 1140 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7185 members Mstep: Class 17 contains 5411 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 16295 members Entering Unmasked Estep ConsiderDeletion Score: -3031511.750000 Penalty: 9418.385742 Iteration 59Q: 19 clusters Score -3031512 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2438 members Mstep: Class 6 contains 3769 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2147 members Mstep: Class 10 contains 8037 members Mstep: Class 11 contains 897 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35674 members Mstep: Class 14 contains 1140 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7175 members Mstep: Class 17 contains 5411 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 4689 members Mstep: Class 20 contains 16351 members Entering Unmasked Estep ConsiderDeletion Score: -3031536.500000 Penalty: 9418.385742 Iteration 60F: 19 clusters Score -3031536 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2448 members Mstep: Class 6 contains 3718 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2142 members Mstep: Class 10 contains 8044 members Mstep: Class 11 contains 888 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 35695 members Mstep: Class 14 contains 1141 members Mstep: Class 15 contains 453 members Mstep: Class 16 contains 7159 members Mstep: Class 17 contains 5409 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4691 members Mstep: Class 20 contains 16390 members Entering Unmasked Estep ConsiderDeletion Score: -3031540.250000 Penalty: 9418.385742 Iteration 61Q: 19 clusters Score -3031540 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 446 members Mstep: Class 4 contains 2454 members Mstep: Class 6 contains 3670 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 8052 members Mstep: Class 11 contains 877 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35721 members Mstep: Class 14 contains 1143 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7145 members Mstep: Class 17 contains 5406 members Mstep: Class 18 contains 1036 members Mstep: Class 19 contains 4688 members Mstep: Class 20 contains 16433 members Entering Unmasked Estep ConsiderDeletion Score: -3031543.750000 Penalty: 9418.385742 Iteration 62Q: 19 clusters Score -3031544 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 447 members Mstep: Class 4 contains 2461 members Mstep: Class 6 contains 3617 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 8059 members Mstep: Class 11 contains 867 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35750 members Mstep: Class 14 contains 1146 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7130 members Mstep: Class 17 contains 5404 members Mstep: Class 18 contains 1036 members Mstep: Class 19 contains 4685 members Mstep: Class 20 contains 16478 members Entering Unmasked Estep ConsiderDeletion Score: -3031562.500000 Penalty: 9418.385742 Iteration 63Q: 19 clusters Score -3031562 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 448 members Mstep: Class 4 contains 2467 members Mstep: Class 6 contains 3578 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2124 members Mstep: Class 10 contains 8065 members Mstep: Class 11 contains 863 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35768 members Mstep: Class 14 contains 1147 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7119 members Mstep: Class 17 contains 5400 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4683 members Mstep: Class 20 contains 16510 members Entering Unmasked Estep ConsiderDeletion Score: -3031591.250000 Penalty: 9418.385742 Iteration 64Q: 19 clusters Score -3031591 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 450 members Mstep: Class 4 contains 2472 members Mstep: Class 6 contains 3549 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2120 members Mstep: Class 10 contains 8071 members Mstep: Class 11 contains 855 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35782 members Mstep: Class 14 contains 1148 members Mstep: Class 15 contains 452 members Mstep: Class 16 contains 7112 members Mstep: Class 17 contains 5397 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4682 members Mstep: Class 20 contains 16535 members Entering Unmasked Estep ConsiderDeletion Score: -3031597.500000 Penalty: 9418.385742 Iteration 65Q: 19 clusters Score -3031598 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 450 members Mstep: Class 4 contains 2478 members Mstep: Class 6 contains 3519 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 742 members Mstep: Class 9 contains 2118 members Mstep: Class 10 contains 8073 members Mstep: Class 11 contains 855 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 35802 members Mstep: Class 14 contains 1149 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7100 members Mstep: Class 17 contains 5394 members Mstep: Class 18 contains 1039 members Mstep: Class 19 contains 4676 members Mstep: Class 20 contains 16559 members Entering Unmasked Estep ConsiderDeletion Score: -3031596.500000 Penalty: 9418.385742 Iteration 66Q: 19 clusters Score -3031596 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 450 members Mstep: Class 4 contains 2482 members Mstep: Class 6 contains 3491 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 743 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8076 members Mstep: Class 11 contains 852 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35820 members Mstep: Class 14 contains 1151 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7085 members Mstep: Class 17 contains 5394 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4673 members Mstep: Class 20 contains 16584 members Entering Unmasked Estep ConsiderDeletion Score: -3031601.000000 Penalty: 9418.385742 Iteration 67Q: 19 clusters Score -3031601 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 450 members Mstep: Class 4 contains 2485 members Mstep: Class 6 contains 3461 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 745 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 847 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35839 members Mstep: Class 14 contains 1154 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7069 members Mstep: Class 17 contains 5390 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4672 members Mstep: Class 20 contains 16611 members Entering Unmasked Estep ConsiderDeletion Score: -3031608.500000 Penalty: 9418.385742 Iteration 68Q: 19 clusters Score -3031608 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 450 members Mstep: Class 4 contains 2486 members Mstep: Class 6 contains 3437 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 749 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 846 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 35849 members Mstep: Class 14 contains 1159 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7055 members Mstep: Class 17 contains 5385 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4673 members Mstep: Class 20 contains 16634 members Entering Unmasked Estep ConsiderDeletion Score: -3031614.250000 Penalty: 9418.385742 Iteration 69Q: 19 clusters Score -3031614 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 451 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3417 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 750 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 846 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 35866 members Mstep: Class 14 contains 1160 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7041 members Mstep: Class 17 contains 5382 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4671 members Mstep: Class 20 contains 16653 members Entering Unmasked Estep ConsiderDeletion Score: -3031606.750000 Penalty: 9418.385742 Iteration 70Q: 19 clusters Score -3031607 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 453 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3404 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 750 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 844 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 35881 members Mstep: Class 14 contains 1162 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7022 members Mstep: Class 17 contains 5381 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4674 members Mstep: Class 20 contains 16666 members Entering Unmasked Estep ConsiderDeletion Score: -3031606.000000 Penalty: 9418.385742 Iteration 71Q: 19 clusters Score -3031606 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 453 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3393 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 751 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 839 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35891 members Mstep: Class 14 contains 1166 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 7012 members Mstep: Class 17 contains 5379 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4676 members Mstep: Class 20 contains 16677 members Entering Unmasked Estep ConsiderDeletion Score: -3031607.000000 Penalty: 9418.385742 Iteration 72Q: 19 clusters Score -3031607 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 453 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3384 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 753 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 833 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35902 members Mstep: Class 14 contains 1174 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6998 members Mstep: Class 17 contains 5377 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4677 members Mstep: Class 20 contains 16686 members Entering Unmasked Estep ConsiderDeletion Score: -3031616.250000 Penalty: 9418.385742 Iteration 73Q: 19 clusters Score -3031616 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 454 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3374 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 756 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 830 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35913 members Mstep: Class 14 contains 1182 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6978 members Mstep: Class 17 contains 5376 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4678 members Mstep: Class 20 contains 16696 members Entering Unmasked Estep ConsiderDeletion Score: -3031612.750000 Penalty: 9418.385742 Iteration 74Q: 19 clusters Score -3031613 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 456 members Mstep: Class 4 contains 2487 members Mstep: Class 6 contains 3365 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 825 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35930 members Mstep: Class 14 contains 1193 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6950 members Mstep: Class 17 contains 5374 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4681 members Mstep: Class 20 contains 16704 members Entering Unmasked Estep ConsiderDeletion Score: -3031621.500000 Penalty: 9418.385742 Iteration 75Q: 19 clusters Score -3031622 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2488 members Mstep: Class 6 contains 3356 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 758 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8080 members Mstep: Class 11 contains 822 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35944 members Mstep: Class 14 contains 1204 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6929 members Mstep: Class 17 contains 5373 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4679 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3031628.250000 Penalty: 9418.385742 Iteration 76Q: 19 clusters Score -3031628 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2489 members Mstep: Class 6 contains 3350 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 757 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8080 members Mstep: Class 11 contains 821 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35953 members Mstep: Class 14 contains 1216 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6910 members Mstep: Class 17 contains 5370 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4681 members Mstep: Class 20 contains 16717 members Entering Unmasked Estep ConsiderDeletion Score: -3031628.500000 Penalty: 9418.385742 Iteration 77Q: 19 clusters Score -3031628 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2491 members Mstep: Class 6 contains 3345 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 756 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8079 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35966 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6894 members Mstep: Class 17 contains 5367 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4683 members Mstep: Class 20 contains 16720 members Entering Unmasked Estep ConsiderDeletion Score: -3031630.750000 Penalty: 9418.385742 Iteration 78Q: 19 clusters Score -3031631 nChanged 42 Entering ConstructFrom: Score: -3031630.750000 Penalty: 9418.385742 Entering ConstructFrom: Trying to split cluster 1 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -4652.507812 Penalty: 226.754105 Iteration 0F: 2 clusters Score -4652.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4409.978027 Penalty: 453.508209 Iteration 0F: 3 clusters Score -4409.978 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4455.304688 Penalty: 453.508209 Iteration 1F: 3 clusters Score -4455.305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4472.707031 Penalty: 453.508209 Iteration 2Q: 3 clusters Score -4472.707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4485.494141 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -4485.494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4493.488770 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -4493.489 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4497.944336 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -4497.944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4501.500977 Penalty: 453.508209 Iteration 6Q: 3 clusters Score -4501.501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4501.949219 Penalty: 453.508209 Iteration 7Q: 3 clusters Score -4501.949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4501.949219 Penalty: 453.508209 Iteration 8F: 3 clusters Score -4501.949 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15149.770508 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15149.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14704.249023 Penalty: 557.545105 Iteration 0F: 3 clusters Score -14704.25 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14825.888672 Penalty: 557.545105 Iteration 1F: 3 clusters Score -14825.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14853.499023 Penalty: 557.545105 Iteration 2F: 3 clusters Score -14853.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14865.513672 Penalty: 557.545105 Iteration 3Q: 3 clusters Score -14865.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14877.999023 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -14878 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14882.827148 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -14882.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -14883.926758 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -14883.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -14883.926758 Penalty: 557.545105 Iteration 7F: 3 clusters Score -14883.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Entering Unmasked Estep Score: -76897.500000 Penalty: 355.884766 Iteration 0F: 2 clusters Score -76897.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -75196.312500 Penalty: 711.769531 Iteration 0F: 3 clusters Score -75196.31 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -75934.289062 Penalty: 711.769531 Iteration 1F: 3 clusters Score -75934.29 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -76174.757812 Penalty: 711.769531 Iteration 2F: 3 clusters Score -76174.76 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -76347.632812 Penalty: 711.769531 Iteration 3F: 3 clusters Score -76347.63 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -76482.046875 Penalty: 711.769531 Iteration 4F: 3 clusters Score -76482.05 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -76580.382812 Penalty: 711.769531 Iteration 5Q: 3 clusters Score -76580.38 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -76617.710938 Penalty: 711.769531 Iteration 6Q: 3 clusters Score -76617.71 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -76639.242188 Penalty: 711.769531 Iteration 7Q: 3 clusters Score -76639.24 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -76665.156250 Penalty: 711.769531 Iteration 8Q: 3 clusters Score -76665.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -76684.492188 Penalty: 711.769531 Iteration 9Q: 3 clusters Score -76684.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -76692.406250 Penalty: 711.769531 Iteration 10Q: 3 clusters Score -76692.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -76702.312500 Penalty: 711.769531 Iteration 11Q: 3 clusters Score -76702.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -76712.320312 Penalty: 711.769531 Iteration 12Q: 3 clusters Score -76712.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -76717.523438 Penalty: 711.769531 Iteration 13Q: 3 clusters Score -76717.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -76723.945312 Penalty: 711.769531 Iteration 14Q: 3 clusters Score -76723.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -76727.835938 Penalty: 711.769531 Iteration 15Q: 3 clusters Score -76727.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -76728.945312 Penalty: 711.769531 Iteration 16Q: 3 clusters Score -76728.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -76729.492188 Penalty: 711.769531 Iteration 17Q: 3 clusters Score -76729.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -76729.703125 Penalty: 711.769531 Iteration 18Q: 3 clusters Score -76729.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -76729.968750 Penalty: 711.769531 Iteration 19Q: 3 clusters Score -76729.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -76729.937500 Penalty: 711.769531 Iteration 20F: 3 clusters Score -76729.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -76730.164062 Penalty: 711.769531 Iteration 21Q: 3 clusters Score -76730.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -76730.250000 Penalty: 711.769531 Iteration 22Q: 3 clusters Score -76730.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -76730.250000 Penalty: 711.769531 Iteration 23F: 3 clusters Score -76730.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -115691.875000 Penalty: 369.160889 Iteration 0F: 2 clusters Score -115691.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -113428.554688 Penalty: 738.321777 Iteration 0F: 3 clusters Score -113428.6 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -114337.656250 Penalty: 738.321777 Iteration 1F: 3 clusters Score -114337.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -114573.429688 Penalty: 738.321777 Iteration 2F: 3 clusters Score -114573.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -114817.914062 Penalty: 738.321777 Iteration 3F: 3 clusters Score -114817.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -115019.867188 Penalty: 738.321777 Iteration 4F: 3 clusters Score -115019.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -115190.445312 Penalty: 738.321777 Iteration 5F: 3 clusters Score -115190.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -115364.921875 Penalty: 738.321777 Iteration 6F: 3 clusters Score -115364.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -115505.421875 Penalty: 738.321777 Iteration 7Q: 3 clusters Score -115505.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -115591.929688 Penalty: 738.321777 Iteration 8Q: 3 clusters Score -115591.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -115632.859375 Penalty: 738.321777 Iteration 9Q: 3 clusters Score -115632.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -115662.570312 Penalty: 738.321777 Iteration 10Q: 3 clusters Score -115662.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -115690.718750 Penalty: 738.321777 Iteration 11Q: 3 clusters Score -115690.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -115707.695312 Penalty: 738.321777 Iteration 12Q: 3 clusters Score -115707.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -115724.398438 Penalty: 738.321777 Iteration 13Q: 3 clusters Score -115724.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -115741.312500 Penalty: 738.321777 Iteration 14Q: 3 clusters Score -115741.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -115754.898438 Penalty: 738.321777 Iteration 15Q: 3 clusters Score -115754.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -115763.179688 Penalty: 738.321777 Iteration 16Q: 3 clusters Score -115763.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -115769.468750 Penalty: 738.321777 Iteration 17Q: 3 clusters Score -115769.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -115774.906250 Penalty: 738.321777 Iteration 18Q: 3 clusters Score -115774.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -115782.453125 Penalty: 738.321777 Iteration 19Q: 3 clusters Score -115782.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -115793.585938 Penalty: 738.321777 Iteration 20F: 3 clusters Score -115793.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -115801.398438 Penalty: 738.321777 Iteration 21Q: 3 clusters Score -115801.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -115809.140625 Penalty: 738.321777 Iteration 22Q: 3 clusters Score -115809.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -115812.062500 Penalty: 738.321777 Iteration 23Q: 3 clusters Score -115812.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -115815.406250 Penalty: 738.321777 Iteration 24Q: 3 clusters Score -115815.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -115816.156250 Penalty: 738.321777 Iteration 25Q: 3 clusters Score -115816.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -115816.523438 Penalty: 738.321777 Iteration 26Q: 3 clusters Score -115816.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -115816.632812 Penalty: 738.321777 Iteration 27Q: 3 clusters Score -115816.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -115816.632812 Penalty: 738.321777 Iteration 28F: 3 clusters Score -115816.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 2883 members Mstep: Class 4 contains 2494 members Mstep: Class 6 contains 456 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35974 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5366 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 16723 members Entering Unmasked Estep Score: -3031599.250000 Penalty: 9941.629883 Splitting cluster 6 changes total score from -3031630.750000 to -3031599.250000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Entering Unmasked Estep Score: -7036.342285 Penalty: 248.022247 Iteration 0F: 2 clusters Score -7036.342 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 111 members Entering Unmasked Estep Score: -6725.076660 Penalty: 496.044495 Iteration 0F: 3 clusters Score -6725.077 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6787.870117 Penalty: 496.044495 Iteration 1F: 3 clusters Score -6787.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6804.886230 Penalty: 496.044495 Iteration 2F: 3 clusters Score -6804.886 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6814.623535 Penalty: 496.044495 Iteration 3F: 3 clusters Score -6814.624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6828.974121 Penalty: 496.044495 Iteration 4Q: 3 clusters Score -6828.974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6838.480469 Penalty: 496.044495 Iteration 5Q: 3 clusters Score -6838.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6844.171387 Penalty: 496.044495 Iteration 6Q: 3 clusters Score -6844.171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6844.827148 Penalty: 496.044495 Iteration 7Q: 3 clusters Score -6844.827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6844.827148 Penalty: 496.044495 Iteration 8F: 3 clusters Score -6844.827 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Entering Unmasked Estep Score: -26629.449219 Penalty: 301.515656 Iteration 0F: 2 clusters Score -26629.45 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 386 members Entering Unmasked Estep Score: -25971.820312 Penalty: 603.031311 Iteration 0F: 3 clusters Score -25971.82 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -26164.089844 Penalty: 603.031311 Iteration 1F: 3 clusters Score -26164.09 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -26194.138672 Penalty: 603.031311 Iteration 2F: 3 clusters Score -26194.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -26207.175781 Penalty: 603.031311 Iteration 3Q: 3 clusters Score -26207.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26216.494141 Penalty: 603.031311 Iteration 4Q: 3 clusters Score -26216.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -26226.765625 Penalty: 603.031311 Iteration 5Q: 3 clusters Score -26226.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -26233.558594 Penalty: 603.031311 Iteration 6Q: 3 clusters Score -26233.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -26238.890625 Penalty: 603.031311 Iteration 7Q: 3 clusters Score -26238.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -26243.421875 Penalty: 603.031311 Iteration 8Q: 3 clusters Score -26243.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -26250.490234 Penalty: 603.031311 Iteration 9Q: 3 clusters Score -26250.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26256.578125 Penalty: 603.031311 Iteration 10Q: 3 clusters Score -26256.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26262.787109 Penalty: 603.031311 Iteration 11Q: 3 clusters Score -26262.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26265.392578 Penalty: 603.031311 Iteration 12Q: 3 clusters Score -26265.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26266.304688 Penalty: 603.031311 Iteration 13Q: 3 clusters Score -26266.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26266.625000 Penalty: 603.031311 Iteration 14Q: 3 clusters Score -26266.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26266.755859 Penalty: 603.031311 Iteration 15Q: 3 clusters Score -26266.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26266.755859 Penalty: 603.031311 Iteration 16F: 3 clusters Score -26266.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Entering Unmasked Estep Score: -71062.343750 Penalty: 348.406372 Iteration 0F: 2 clusters Score -71062.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -69537.359375 Penalty: 696.812744 Iteration 0F: 3 clusters Score -69537.36 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -70094.273438 Penalty: 696.812744 Iteration 1F: 3 clusters Score -70094.27 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -70246.843750 Penalty: 696.812744 Iteration 2F: 3 clusters Score -70246.84 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -70452.734375 Penalty: 696.812744 Iteration 3F: 3 clusters Score -70452.73 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -70650.578125 Penalty: 696.812744 Iteration 4F: 3 clusters Score -70650.58 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -70822.859375 Penalty: 696.812744 Iteration 5F: 3 clusters Score -70822.86 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -70918.093750 Penalty: 696.812744 Iteration 6Q: 3 clusters Score -70918.09 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -70985.414062 Penalty: 696.812744 Iteration 7Q: 3 clusters Score -70985.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -71034.023438 Penalty: 696.812744 Iteration 8Q: 3 clusters Score -71034.02 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -71056.453125 Penalty: 696.812744 Iteration 9Q: 3 clusters Score -71056.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -71068.234375 Penalty: 696.812744 Iteration 10Q: 3 clusters Score -71068.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -71073.375000 Penalty: 696.812744 Iteration 11Q: 3 clusters Score -71073.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -71074.812500 Penalty: 696.812744 Iteration 12Q: 3 clusters Score -71074.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -71075.656250 Penalty: 696.812744 Iteration 13Q: 3 clusters Score -71075.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -71076.875000 Penalty: 696.812744 Iteration 14Q: 3 clusters Score -71076.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -71077.585938 Penalty: 696.812744 Iteration 15Q: 3 clusters Score -71077.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -71078.609375 Penalty: 696.812744 Iteration 16Q: 3 clusters Score -71078.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -71080.914062 Penalty: 696.812744 Iteration 17Q: 3 clusters Score -71080.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -71082.531250 Penalty: 696.812744 Iteration 18Q: 3 clusters Score -71082.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -71083.132812 Penalty: 696.812744 Iteration 19Q: 3 clusters Score -71083.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -71083.343750 Penalty: 696.812744 Iteration 20F: 3 clusters Score -71083.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -71083.679688 Penalty: 696.812744 Iteration 21Q: 3 clusters Score -71083.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -71083.773438 Penalty: 696.812744 Iteration 22Q: 3 clusters Score -71083.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -71083.773438 Penalty: 696.812744 Iteration 23F: 3 clusters Score -71083.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 956 members Mstep: Class 4 contains 2494 members Mstep: Class 6 contains 3339 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 1160 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35974 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5366 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 16723 members Entering Unmasked Estep Score: -3031470.500000 Penalty: 9941.629883 Splitting cluster 9 changes total score from -3031630.750000 to -3031470.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (8078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Entering Unmasked Estep Score: -279658.656250 Penalty: 409.358917 Iteration 0F: 2 clusters Score -279658.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -274245.875000 Penalty: 818.717834 Iteration 0F: 3 clusters Score -274245.9 nChanged 3766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -276407.156250 Penalty: 818.717834 Iteration 1F: 3 clusters Score -276407.2 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -276616.093750 Penalty: 818.717834 Iteration 2F: 3 clusters Score -276616.1 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -276862.750000 Penalty: 818.717834 Iteration 3F: 3 clusters Score -276862.8 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -277189.531250 Penalty: 818.717834 Iteration 4F: 3 clusters Score -277189.5 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -277526.187500 Penalty: 818.717834 Iteration 5F: 3 clusters Score -277526.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -277817.437500 Penalty: 818.717834 Iteration 6Q: 3 clusters Score -277817.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -278076.968750 Penalty: 818.717834 Iteration 7Q: 3 clusters Score -278077 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -278283.156250 Penalty: 818.717834 Iteration 8Q: 3 clusters Score -278283.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -278441.468750 Penalty: 818.717834 Iteration 9Q: 3 clusters Score -278441.5 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -278556.468750 Penalty: 818.717834 Iteration 10Q: 3 clusters Score -278556.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -278661.625000 Penalty: 818.717834 Iteration 11Q: 3 clusters Score -278661.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -278759.718750 Penalty: 818.717834 Iteration 12Q: 3 clusters Score -278759.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -278857.656250 Penalty: 818.717834 Iteration 13Q: 3 clusters Score -278857.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -278960.218750 Penalty: 818.717834 Iteration 14Q: 3 clusters Score -278960.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -279047.125000 Penalty: 818.717834 Iteration 15Q: 3 clusters Score -279047.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -279101.281250 Penalty: 818.717834 Iteration 16Q: 3 clusters Score -279101.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -279142.468750 Penalty: 818.717834 Iteration 17Q: 3 clusters Score -279142.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -279176.906250 Penalty: 818.717834 Iteration 18Q: 3 clusters Score -279176.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -279208.687500 Penalty: 818.717834 Iteration 19Q: 3 clusters Score -279208.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -279225.093750 Penalty: 818.717834 Iteration 20F: 3 clusters Score -279225.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -279245.343750 Penalty: 818.717834 Iteration 21Q: 3 clusters Score -279245.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -279261.000000 Penalty: 818.717834 Iteration 22Q: 3 clusters Score -279261 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -279268.093750 Penalty: 818.717834 Iteration 23Q: 3 clusters Score -279268.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -279272.000000 Penalty: 818.717834 Iteration 24Q: 3 clusters Score -279272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -279278.187500 Penalty: 818.717834 Iteration 25Q: 3 clusters Score -279278.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -279281.062500 Penalty: 818.717834 Iteration 26Q: 3 clusters Score -279281.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -279285.062500 Penalty: 818.717834 Iteration 27Q: 3 clusters Score -279285.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -279289.250000 Penalty: 818.717834 Iteration 28Q: 3 clusters Score -279289.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -279293.531250 Penalty: 818.717834 Iteration 29Q: 3 clusters Score -279293.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -279303.812500 Penalty: 818.717834 Iteration 30Q: 3 clusters Score -279303.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -279313.843750 Penalty: 818.717834 Iteration 31Q: 3 clusters Score -279313.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -279319.625000 Penalty: 818.717834 Iteration 32Q: 3 clusters Score -279319.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -279324.281250 Penalty: 818.717834 Iteration 33Q: 3 clusters Score -279324.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -279326.437500 Penalty: 818.717834 Iteration 34Q: 3 clusters Score -279326.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -279327.218750 Penalty: 818.717834 Iteration 35Q: 3 clusters Score -279327.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -279327.218750 Penalty: 818.717834 Iteration 36F: 3 clusters Score -279327.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -29271.378906 Penalty: 304.939209 Iteration 0F: 2 clusters Score -29271.38 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 402 members Entering Unmasked Estep Score: -28582.533203 Penalty: 609.878418 Iteration 0F: 3 clusters Score -28582.53 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -28765.035156 Penalty: 609.878418 Iteration 1F: 3 clusters Score -28765.04 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28802.646484 Penalty: 609.878418 Iteration 2F: 3 clusters Score -28802.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28821.291016 Penalty: 609.878418 Iteration 3Q: 3 clusters Score -28821.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -28834.365234 Penalty: 609.878418 Iteration 4Q: 3 clusters Score -28834.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -28840.164062 Penalty: 609.878418 Iteration 5Q: 3 clusters Score -28840.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -28844.529297 Penalty: 609.878418 Iteration 6Q: 3 clusters Score -28844.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -28848.050781 Penalty: 609.878418 Iteration 7Q: 3 clusters Score -28848.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -28851.093750 Penalty: 609.878418 Iteration 8Q: 3 clusters Score -28851.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -28853.361328 Penalty: 609.878418 Iteration 9Q: 3 clusters Score -28853.36 nChanged 8 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: -28856.546875 Penalty: 609.878418 Iteration 10Q: 3 clusters Score -28856.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -28858.554688 Penalty: 609.878418 Iteration 11Q: 3 clusters Score -28858.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -28859.722656 Penalty: 609.878418 Iteration 12Q: 3 clusters Score -28859.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -28861.343750 Penalty: 609.878418 Iteration 13Q: 3 clusters Score -28861.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28863.021484 Penalty: 609.878418 Iteration 14Q: 3 clusters Score -28863.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -28865.498047 Penalty: 609.878418 Iteration 15Q: 3 clusters Score -28865.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28868.789062 Penalty: 609.878418 Iteration 16Q: 3 clusters Score -28868.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -28870.933594 Penalty: 609.878418 Iteration 17Q: 3 clusters Score -28870.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -28872.828125 Penalty: 609.878418 Iteration 18Q: 3 clusters Score -28872.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -28874.449219 Penalty: 609.878418 Iteration 19Q: 3 clusters Score -28874.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -28875.935547 Penalty: 609.878418 Iteration 20F: 3 clusters Score -28875.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -28877.402344 Penalty: 609.878418 Iteration 21Q: 3 clusters Score -28877.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -28879.277344 Penalty: 609.878418 Iteration 22Q: 3 clusters Score -28879.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -28880.111328 Penalty: 609.878418 Iteration 23Q: 3 clusters Score -28880.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -28880.535156 Penalty: 609.878418 Iteration 24Q: 3 clusters Score -28880.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -28880.648438 Penalty: 609.878418 Iteration 25Q: 3 clusters Score -28880.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -28880.833984 Penalty: 609.878418 Iteration 26Q: 3 clusters Score -28880.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -28880.833984 Penalty: 609.878418 Iteration 27F: 3 clusters Score -28880.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Entering Unmasked Estep Score: -281392.062500 Penalty: 408.408417 Iteration 0F: 2 clusters Score -281392.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -276102.000000 Penalty: 816.816833 Iteration 0F: 3 clusters Score -276102 nChanged 3702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -278223.062500 Penalty: 816.816833 Iteration 1F: 3 clusters Score -278223.1 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -278456.968750 Penalty: 816.816833 Iteration 2F: 3 clusters Score -278457 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -278787.718750 Penalty: 816.816833 Iteration 3F: 3 clusters Score -278787.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -279192.812500 Penalty: 816.816833 Iteration 4F: 3 clusters Score -279192.8 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -279632.343750 Penalty: 816.816833 Iteration 5F: 3 clusters Score -279632.3 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -280059.031250 Penalty: 816.816833 Iteration 6F: 3 clusters Score -280059 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -280405.375000 Penalty: 816.816833 Iteration 7F: 3 clusters Score -280405.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -280638.968750 Penalty: 816.816833 Iteration 8Q: 3 clusters Score -280639 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -280806.281250 Penalty: 816.816833 Iteration 9Q: 3 clusters Score -280806.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -280895.625000 Penalty: 816.816833 Iteration 10Q: 3 clusters Score -280895.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -280946.875000 Penalty: 816.816833 Iteration 11Q: 3 clusters Score -280946.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -280980.406250 Penalty: 816.816833 Iteration 12Q: 3 clusters Score -280980.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -281007.062500 Penalty: 816.816833 Iteration 13Q: 3 clusters Score -281007.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -281028.093750 Penalty: 816.816833 Iteration 14Q: 3 clusters Score -281028.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -281035.375000 Penalty: 816.816833 Iteration 15Q: 3 clusters Score -281035.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -281039.562500 Penalty: 816.816833 Iteration 16Q: 3 clusters Score -281039.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -281042.312500 Penalty: 816.816833 Iteration 17Q: 3 clusters Score -281042.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -281043.812500 Penalty: 816.816833 Iteration 18Q: 3 clusters Score -281043.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -281044.031250 Penalty: 816.816833 Iteration 19Q: 3 clusters Score -281044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -281044.187500 Penalty: 816.816833 Iteration 20F: 3 clusters Score -281044.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (35974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35974 members Entering Unmasked Estep Score: -1178540.125000 Penalty: 477.320099 Iteration 0F: 2 clusters Score -1178540 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18060 members Mstep: Class 2 contains 17914 members Entering Unmasked Estep Score: -1154602.125000 Penalty: 954.640198 Iteration 0F: 3 clusters Score -1154602 nChanged 17197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 16233 members Entering Unmasked Estep Score: -1165994.375000 Penalty: 954.640198 Iteration 1F: 3 clusters Score -1165994 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20776 members Mstep: Class 2 contains 15198 members Entering Unmasked Estep Score: -1167386.750000 Penalty: 954.640198 Iteration 2F: 3 clusters Score -1167387 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21945 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -1169264.625000 Penalty: 954.640198 Iteration 3F: 3 clusters Score -1169265 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -1171422.500000 Penalty: 954.640198 Iteration 4F: 3 clusters Score -1171422 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23871 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -1172955.125000 Penalty: 954.640198 Iteration 5F: 3 clusters Score -1172955 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24477 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1173640.750000 Penalty: 954.640198 Iteration 6Q: 3 clusters Score -1173641 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24997 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -1173957.250000 Penalty: 954.640198 Iteration 7Q: 3 clusters Score -1173957 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25499 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -1174152.250000 Penalty: 954.640198 Iteration 8Q: 3 clusters Score -1174152 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1174328.000000 Penalty: 954.640198 Iteration 9Q: 3 clusters Score -1174328 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26517 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -1174487.750000 Penalty: 954.640198 Iteration 10Q: 3 clusters Score -1174488 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -1174659.250000 Penalty: 954.640198 Iteration 11Q: 3 clusters Score -1174659 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27590 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -1174840.000000 Penalty: 954.640198 Iteration 12Q: 3 clusters Score -1174840 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28140 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1175037.250000 Penalty: 954.640198 Iteration 13Q: 3 clusters Score -1175037 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28722 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -1175261.625000 Penalty: 954.640198 Iteration 14Q: 3 clusters Score -1175262 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29330 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -1175498.750000 Penalty: 954.640198 Iteration 15Q: 3 clusters Score -1175499 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29954 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1175767.375000 Penalty: 954.640198 Iteration 16Q: 3 clusters Score -1175767 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30565 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1176040.375000 Penalty: 954.640198 Iteration 17Q: 3 clusters Score -1176040 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31150 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1176295.500000 Penalty: 954.640198 Iteration 18Q: 3 clusters Score -1176296 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31724 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1176551.375000 Penalty: 954.640198 Iteration 19Q: 3 clusters Score -1176551 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32252 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1176785.000000 Penalty: 954.640198 Iteration 20F: 3 clusters Score -1176785 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32729 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1177011.625000 Penalty: 954.640198 Iteration 21Q: 3 clusters Score -1177012 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33184 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1177233.750000 Penalty: 954.640198 Iteration 22Q: 3 clusters Score -1177234 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1177414.875000 Penalty: 954.640198 Iteration 23Q: 3 clusters Score -1177415 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33912 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1177561.000000 Penalty: 954.640198 Iteration 24Q: 3 clusters Score -1177561 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34186 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1177688.500000 Penalty: 954.640198 Iteration 25Q: 3 clusters Score -1177688 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34453 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1177818.250000 Penalty: 954.640198 Iteration 26Q: 3 clusters Score -1177818 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1177926.125000 Penalty: 954.640198 Iteration 27Q: 3 clusters Score -1177926 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34817 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1178020.500000 Penalty: 954.640198 Iteration 28Q: 3 clusters Score -1178020 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34927 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -1178071.875000 Penalty: 954.640198 Iteration 29Q: 3 clusters Score -1178072 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35014 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1178116.000000 Penalty: 954.640198 Iteration 30Q: 3 clusters Score -1178116 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35083 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1178138.750000 Penalty: 954.640198 Iteration 31Q: 3 clusters Score -1178139 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35135 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1178149.750000 Penalty: 954.640198 Iteration 32Q: 3 clusters Score -1178150 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35176 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1178161.625000 Penalty: 954.640198 Iteration 33Q: 3 clusters Score -1178162 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35218 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1178170.125000 Penalty: 954.640198 Iteration 34Q: 3 clusters Score -1178170 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35244 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1178177.500000 Penalty: 954.640198 Iteration 35Q: 3 clusters Score -1178178 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35259 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1178182.375000 Penalty: 954.640198 Iteration 36Q: 3 clusters Score -1178182 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35278 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1178184.500000 Penalty: 954.640198 Iteration 37Q: 3 clusters Score -1178184 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35296 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1178188.375000 Penalty: 954.640198 Iteration 38Q: 3 clusters Score -1178188 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35312 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -1178190.375000 Penalty: 954.640198 Iteration 39Q: 3 clusters Score -1178190 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35325 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1178193.250000 Penalty: 954.640198 Iteration 40F: 3 clusters Score -1178193 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35336 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1178194.000000 Penalty: 954.640198 Iteration 41Q: 3 clusters Score -1178194 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35350 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1178200.625000 Penalty: 954.640198 Iteration 42Q: 3 clusters Score -1178201 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35364 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1178204.750000 Penalty: 954.640198 Iteration 43Q: 3 clusters Score -1178205 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35379 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1178208.750000 Penalty: 954.640198 Iteration 44Q: 3 clusters Score -1178209 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35386 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1178215.125000 Penalty: 954.640198 Iteration 45Q: 3 clusters Score -1178215 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35398 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1178219.250000 Penalty: 954.640198 Iteration 46Q: 3 clusters Score -1178219 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35413 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1178226.500000 Penalty: 954.640198 Iteration 47Q: 3 clusters Score -1178226 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35422 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1178228.000000 Penalty: 954.640198 Iteration 48Q: 3 clusters Score -1178228 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35425 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1178230.250000 Penalty: 954.640198 Iteration 49Q: 3 clusters Score -1178230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35432 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1178232.250000 Penalty: 954.640198 Iteration 50Q: 3 clusters Score -1178232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35438 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1178234.000000 Penalty: 954.640198 Iteration 51Q: 3 clusters Score -1178234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35443 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1178235.250000 Penalty: 954.640198 Iteration 52Q: 3 clusters Score -1178235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35453 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1178239.250000 Penalty: 954.640198 Iteration 53Q: 3 clusters Score -1178239 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35464 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1178241.375000 Penalty: 954.640198 Iteration 54Q: 3 clusters Score -1178241 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35471 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1178242.875000 Penalty: 954.640198 Iteration 55Q: 3 clusters Score -1178243 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35478 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1178245.875000 Penalty: 954.640198 Iteration 56Q: 3 clusters Score -1178246 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35488 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1178249.875000 Penalty: 954.640198 Iteration 57Q: 3 clusters Score -1178250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35495 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1178251.875000 Penalty: 954.640198 Iteration 58Q: 3 clusters Score -1178252 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35498 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1178253.125000 Penalty: 954.640198 Iteration 59Q: 3 clusters Score -1178253 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35501 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1178253.750000 Penalty: 954.640198 Iteration 60F: 3 clusters Score -1178254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35506 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1178254.750000 Penalty: 954.640198 Iteration 61Q: 3 clusters Score -1178255 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35514 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1178258.125000 Penalty: 954.640198 Iteration 62Q: 3 clusters Score -1178258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35518 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1178258.375000 Penalty: 954.640198 Iteration 63Q: 3 clusters Score -1178258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35520 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1178259.125000 Penalty: 954.640198 Iteration 64Q: 3 clusters Score -1178259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35522 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1178258.625000 Penalty: 954.640198 Iteration 65Q: 3 clusters Score -1178259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1178259.125000 Penalty: 954.640198 Iteration 66Q: 3 clusters Score -1178259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1178258.500000 Penalty: 954.640198 Iteration 67Q: 3 clusters Score -1178258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35524 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1178258.500000 Penalty: 954.640198 Iteration 68F: 3 clusters Score -1178258 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Entering Unmasked Estep Score: -40384.941406 Penalty: 323.795929 Iteration 0F: 2 clusters Score -40384.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -39410.835938 Penalty: 647.591858 Iteration 0F: 3 clusters Score -39410.84 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -39753.476562 Penalty: 647.591858 Iteration 1F: 3 clusters Score -39753.48 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -39839.238281 Penalty: 647.591858 Iteration 2F: 3 clusters Score -39839.24 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -39925.195312 Penalty: 647.591858 Iteration 3F: 3 clusters Score -39925.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -39982.417969 Penalty: 647.591858 Iteration 4F: 3 clusters Score -39982.42 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -40019.992188 Penalty: 647.591858 Iteration 5Q: 3 clusters Score -40019.99 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -40041.078125 Penalty: 647.591858 Iteration 6Q: 3 clusters Score -40041.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -40056.871094 Penalty: 647.591858 Iteration 7Q: 3 clusters Score -40056.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -40074.949219 Penalty: 647.591858 Iteration 8Q: 3 clusters Score -40074.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -40095.574219 Penalty: 647.591858 Iteration 9Q: 3 clusters Score -40095.57 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -40113.960938 Penalty: 647.591858 Iteration 10Q: 3 clusters Score -40113.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -40124.238281 Penalty: 647.591858 Iteration 11Q: 3 clusters Score -40124.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -40129.554688 Penalty: 647.591858 Iteration 12Q: 3 clusters Score -40129.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -40132.042969 Penalty: 647.591858 Iteration 13Q: 3 clusters Score -40132.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -40133.359375 Penalty: 647.591858 Iteration 14Q: 3 clusters Score -40133.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -40134.164062 Penalty: 647.591858 Iteration 15Q: 3 clusters Score -40134.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -40136.070312 Penalty: 647.591858 Iteration 16Q: 3 clusters Score -40136.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -40137.402344 Penalty: 647.591858 Iteration 17Q: 3 clusters Score -40137.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -40138.050781 Penalty: 647.591858 Iteration 18Q: 3 clusters Score -40138.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -40138.140625 Penalty: 647.591858 Iteration 19Q: 3 clusters Score -40138.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -40138.140625 Penalty: 647.591858 Iteration 20F: 3 clusters Score -40138.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Entering Unmasked Estep Score: -10982.472656 Penalty: 277.970764 Iteration 0F: 2 clusters Score -10982.47 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 230 members Entering Unmasked Estep Score: -10545.799805 Penalty: 555.941528 Iteration 0F: 3 clusters Score -10545.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -10646.725586 Penalty: 555.941528 Iteration 1F: 3 clusters Score -10646.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -10670.725586 Penalty: 555.941528 Iteration 2F: 3 clusters Score -10670.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -10681.105469 Penalty: 555.941528 Iteration 3Q: 3 clusters Score -10681.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -10690.688477 Penalty: 555.941528 Iteration 4Q: 3 clusters Score -10690.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -10702.309570 Penalty: 555.941528 Iteration 5Q: 3 clusters Score -10702.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -10710.762695 Penalty: 555.941528 Iteration 6Q: 3 clusters Score -10710.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -10714.745117 Penalty: 555.941528 Iteration 7Q: 3 clusters Score -10714.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -10718.202148 Penalty: 555.941528 Iteration 8Q: 3 clusters Score -10718.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -10723.131836 Penalty: 555.941528 Iteration 9Q: 3 clusters Score -10723.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -10727.453125 Penalty: 555.941528 Iteration 10Q: 3 clusters Score -10727.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -10732.792969 Penalty: 555.941528 Iteration 11Q: 3 clusters Score -10732.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -10737.766602 Penalty: 555.941528 Iteration 12Q: 3 clusters Score -10737.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -10739.463867 Penalty: 555.941528 Iteration 13Q: 3 clusters Score -10739.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -10739.463867 Penalty: 555.941528 Iteration 14F: 3 clusters Score -10739.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Entering Unmasked Estep Score: -222954.531250 Penalty: 402.081451 Iteration 0F: 2 clusters Score -222954.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -218369.687500 Penalty: 804.162903 Iteration 0F: 3 clusters Score -218369.7 nChanged 3091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -220027.687500 Penalty: 804.162903 Iteration 1F: 3 clusters Score -220027.7 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -220136.406250 Penalty: 804.162903 Iteration 2F: 3 clusters Score -220136.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -220223.593750 Penalty: 804.162903 Iteration 3Q: 3 clusters Score -220223.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -220311.312500 Penalty: 804.162903 Iteration 4Q: 3 clusters Score -220311.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -220386.593750 Penalty: 804.162903 Iteration 5Q: 3 clusters Score -220386.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -220469.859375 Penalty: 804.162903 Iteration 6Q: 3 clusters Score -220469.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -220584.953125 Penalty: 804.162903 Iteration 7Q: 3 clusters Score -220585 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -220770.437500 Penalty: 804.162903 Iteration 8F: 3 clusters Score -220770.4 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -221047.734375 Penalty: 804.162903 Iteration 9F: 3 clusters Score -221047.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -221410.265625 Penalty: 804.162903 Iteration 10F: 3 clusters Score -221410.3 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -221807.015625 Penalty: 804.162903 Iteration 11F: 3 clusters Score -221807 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -222187.718750 Penalty: 804.162903 Iteration 12F: 3 clusters Score -222187.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -222396.656250 Penalty: 804.162903 Iteration 13Q: 3 clusters Score -222396.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -222499.828125 Penalty: 804.162903 Iteration 14Q: 3 clusters Score -222499.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -222530.828125 Penalty: 804.162903 Iteration 15Q: 3 clusters Score -222530.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -222557.500000 Penalty: 804.162903 Iteration 16Q: 3 clusters Score -222557.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -222577.687500 Penalty: 804.162903 Iteration 17Q: 3 clusters Score -222577.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -222586.125000 Penalty: 804.162903 Iteration 18Q: 3 clusters Score -222586.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -222596.328125 Penalty: 804.162903 Iteration 19Q: 3 clusters Score -222596.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -222602.609375 Penalty: 804.162903 Iteration 20F: 3 clusters Score -222602.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -222606.890625 Penalty: 804.162903 Iteration 21Q: 3 clusters Score -222606.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -222609.531250 Penalty: 804.162903 Iteration 22Q: 3 clusters Score -222609.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -222610.265625 Penalty: 804.162903 Iteration 23Q: 3 clusters Score -222610.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -222612.234375 Penalty: 804.162903 Iteration 24Q: 3 clusters Score -222612.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -222612.234375 Penalty: 804.162903 Iteration 25F: 3 clusters Score -222612.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Entering Unmasked Estep Score: -158484.406250 Penalty: 390.746643 Iteration 0F: 2 clusters Score -158484.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -154842.546875 Penalty: 781.493286 Iteration 0F: 3 clusters Score -154842.5 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -156308.312500 Penalty: 781.493286 Iteration 1F: 3 clusters Score -156308.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -156456.984375 Penalty: 781.493286 Iteration 2F: 3 clusters Score -156457 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -156604.953125 Penalty: 781.493286 Iteration 3F: 3 clusters Score -156605 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -156766.265625 Penalty: 781.493286 Iteration 4Q: 3 clusters Score -156766.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -156963.937500 Penalty: 781.493286 Iteration 5F: 3 clusters Score -156963.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -157219.125000 Penalty: 781.493286 Iteration 6F: 3 clusters Score -157219.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -157424.515625 Penalty: 781.493286 Iteration 7F: 3 clusters Score -157424.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -157537.921875 Penalty: 781.493286 Iteration 8Q: 3 clusters Score -157537.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -157605.796875 Penalty: 781.493286 Iteration 9Q: 3 clusters Score -157605.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -157637.781250 Penalty: 781.493286 Iteration 10Q: 3 clusters Score -157637.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -157655.218750 Penalty: 781.493286 Iteration 11Q: 3 clusters Score -157655.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -157671.531250 Penalty: 781.493286 Iteration 12Q: 3 clusters Score -157671.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -157685.437500 Penalty: 781.493286 Iteration 13Q: 3 clusters Score -157685.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -157698.875000 Penalty: 781.493286 Iteration 14Q: 3 clusters Score -157698.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -157716.984375 Penalty: 781.493286 Iteration 15Q: 3 clusters Score -157717 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -157731.500000 Penalty: 781.493286 Iteration 16Q: 3 clusters Score -157731.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -157742.062500 Penalty: 781.493286 Iteration 17Q: 3 clusters Score -157742.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -157753.328125 Penalty: 781.493286 Iteration 18Q: 3 clusters Score -157753.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -157762.250000 Penalty: 781.493286 Iteration 19Q: 3 clusters Score -157762.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -157769.734375 Penalty: 781.493286 Iteration 20F: 3 clusters Score -157769.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -157778.359375 Penalty: 781.493286 Iteration 21Q: 3 clusters Score -157778.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -157783.765625 Penalty: 781.493286 Iteration 22Q: 3 clusters Score -157783.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -157787.625000 Penalty: 781.493286 Iteration 23Q: 3 clusters Score -157787.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -157792.515625 Penalty: 781.493286 Iteration 24Q: 3 clusters Score -157792.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -157795.687500 Penalty: 781.493286 Iteration 25Q: 3 clusters Score -157795.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -157799.468750 Penalty: 781.493286 Iteration 26Q: 3 clusters Score -157799.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -157803.343750 Penalty: 781.493286 Iteration 27Q: 3 clusters Score -157803.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -157808.390625 Penalty: 781.493286 Iteration 28Q: 3 clusters Score -157808.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -157810.593750 Penalty: 781.493286 Iteration 29Q: 3 clusters Score -157810.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -157812.125000 Penalty: 781.493286 Iteration 30Q: 3 clusters Score -157812.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -157813.109375 Penalty: 781.493286 Iteration 31Q: 3 clusters Score -157813.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -157813.984375 Penalty: 781.493286 Iteration 32Q: 3 clusters Score -157814 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -157814.968750 Penalty: 781.493286 Iteration 33Q: 3 clusters Score -157815 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -157816.625000 Penalty: 781.493286 Iteration 34Q: 3 clusters Score -157816.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -157817.671875 Penalty: 781.493286 Iteration 35Q: 3 clusters Score -157817.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -157819.343750 Penalty: 781.493286 Iteration 36Q: 3 clusters Score -157819.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -157821.265625 Penalty: 781.493286 Iteration 37Q: 3 clusters Score -157821.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -157823.687500 Penalty: 781.493286 Iteration 38Q: 3 clusters Score -157823.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -157825.921875 Penalty: 781.493286 Iteration 39Q: 3 clusters Score -157825.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -157828.812500 Penalty: 781.493286 Iteration 40F: 3 clusters Score -157828.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -157831.656250 Penalty: 781.493286 Iteration 41Q: 3 clusters Score -157831.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -157835.078125 Penalty: 781.493286 Iteration 42Q: 3 clusters Score -157835.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -157838.796875 Penalty: 781.493286 Iteration 43Q: 3 clusters Score -157838.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -157842.625000 Penalty: 781.493286 Iteration 44Q: 3 clusters Score -157842.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -157845.328125 Penalty: 781.493286 Iteration 45Q: 3 clusters Score -157845.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -157847.531250 Penalty: 781.493286 Iteration 46Q: 3 clusters Score -157847.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -157851.015625 Penalty: 781.493286 Iteration 47Q: 3 clusters Score -157851 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -157853.796875 Penalty: 781.493286 Iteration 48Q: 3 clusters Score -157853.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -157855.031250 Penalty: 781.493286 Iteration 49Q: 3 clusters Score -157855 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -157856.906250 Penalty: 781.493286 Iteration 50Q: 3 clusters Score -157856.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -157859.062500 Penalty: 781.493286 Iteration 51Q: 3 clusters Score -157859.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -157860.953125 Penalty: 781.493286 Iteration 52Q: 3 clusters Score -157861 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -157862.000000 Penalty: 781.493286 Iteration 53Q: 3 clusters Score -157862 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -157862.718750 Penalty: 781.493286 Iteration 54Q: 3 clusters Score -157862.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -157863.937500 Penalty: 781.493286 Iteration 55Q: 3 clusters Score -157863.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -157865.234375 Penalty: 781.493286 Iteration 56Q: 3 clusters Score -157865.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -157865.703125 Penalty: 781.493286 Iteration 57Q: 3 clusters Score -157865.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -157866.109375 Penalty: 781.493286 Iteration 58Q: 3 clusters Score -157866.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -157866.781250 Penalty: 781.493286 Iteration 59Q: 3 clusters Score -157866.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -157867.140625 Penalty: 781.493286 Iteration 60F: 3 clusters Score -157867.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -157867.875000 Penalty: 781.493286 Iteration 61Q: 3 clusters Score -157867.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -157869.875000 Penalty: 781.493286 Iteration 62Q: 3 clusters Score -157869.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -157871.828125 Penalty: 781.493286 Iteration 63Q: 3 clusters Score -157871.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -157874.359375 Penalty: 781.493286 Iteration 64Q: 3 clusters Score -157874.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -157876.687500 Penalty: 781.493286 Iteration 65Q: 3 clusters Score -157876.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -157878.734375 Penalty: 781.493286 Iteration 66Q: 3 clusters Score -157878.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -157881.781250 Penalty: 781.493286 Iteration 67Q: 3 clusters Score -157881.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -157884.000000 Penalty: 781.493286 Iteration 68Q: 3 clusters Score -157884 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -157886.390625 Penalty: 781.493286 Iteration 69Q: 3 clusters Score -157886.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -157888.046875 Penalty: 781.493286 Iteration 70Q: 3 clusters Score -157888 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -157889.812500 Penalty: 781.493286 Iteration 71Q: 3 clusters Score -157889.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -157892.093750 Penalty: 781.493286 Iteration 72Q: 3 clusters Score -157892.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -157892.500000 Penalty: 781.493286 Iteration 73Q: 3 clusters Score -157892.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -157893.687500 Penalty: 781.493286 Iteration 74Q: 3 clusters Score -157893.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -157895.281250 Penalty: 781.493286 Iteration 75Q: 3 clusters Score -157895.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -157896.468750 Penalty: 781.493286 Iteration 76Q: 3 clusters Score -157896.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -157898.187500 Penalty: 781.493286 Iteration 77Q: 3 clusters Score -157898.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -157899.656250 Penalty: 781.493286 Iteration 78Q: 3 clusters Score -157899.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -157900.828125 Penalty: 781.493286 Iteration 79Q: 3 clusters Score -157900.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -157901.546875 Penalty: 781.493286 Iteration 80F: 3 clusters Score -157901.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -157902.156250 Penalty: 781.493286 Iteration 81Q: 3 clusters Score -157902.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -157903.375000 Penalty: 781.493286 Iteration 82Q: 3 clusters Score -157903.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -157905.750000 Penalty: 781.493286 Iteration 83Q: 3 clusters Score -157905.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -157910.000000 Penalty: 781.493286 Iteration 84Q: 3 clusters Score -157910 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -157913.390625 Penalty: 781.493286 Iteration 85Q: 3 clusters Score -157913.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -157915.343750 Penalty: 781.493286 Iteration 86Q: 3 clusters Score -157915.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -157917.093750 Penalty: 781.493286 Iteration 87Q: 3 clusters Score -157917.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -157918.750000 Penalty: 781.493286 Iteration 88Q: 3 clusters Score -157918.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -157919.093750 Penalty: 781.493286 Iteration 89Q: 3 clusters Score -157919.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -157919.453125 Penalty: 781.493286 Iteration 90Q: 3 clusters Score -157919.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -157920.062500 Penalty: 781.493286 Iteration 91Q: 3 clusters Score -157920.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -157920.140625 Penalty: 781.493286 Iteration 92Q: 3 clusters Score -157920.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -157920.312500 Penalty: 781.493286 Iteration 93Q: 3 clusters Score -157920.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -157920.609375 Penalty: 781.493286 Iteration 94Q: 3 clusters Score -157920.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -157920.765625 Penalty: 781.493286 Iteration 95Q: 3 clusters Score -157920.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -157921.062500 Penalty: 781.493286 Iteration 96Q: 3 clusters Score -157921.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -157920.968750 Penalty: 781.493286 Iteration 97Q: 3 clusters Score -157921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -157920.968750 Penalty: 781.493286 Iteration 98F: 3 clusters Score -157921 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Entering Unmasked Estep Score: -26252.529297 Penalty: 315.999817 Iteration 0F: 2 clusters Score -26252.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -25417.013672 Penalty: 631.999634 Iteration 0F: 3 clusters Score -25417.01 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -25634.578125 Penalty: 631.999634 Iteration 1F: 3 clusters Score -25634.58 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -25683.609375 Penalty: 631.999634 Iteration 2F: 3 clusters Score -25683.61 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -25720.416016 Penalty: 631.999634 Iteration 3F: 3 clusters Score -25720.42 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -25744.033203 Penalty: 631.999634 Iteration 4Q: 3 clusters Score -25744.03 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -25787.636719 Penalty: 631.999634 Iteration 5Q: 3 clusters Score -25787.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -25900.308594 Penalty: 631.999634 Iteration 6Q: 3 clusters Score -25900.31 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -26005.533203 Penalty: 631.999634 Iteration 7F: 3 clusters Score -26005.53 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -26090.878906 Penalty: 631.999634 Iteration 8F: 3 clusters Score -26090.88 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -26179.337891 Penalty: 631.999634 Iteration 9F: 3 clusters Score -26179.34 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -26231.142578 Penalty: 631.999634 Iteration 10Q: 3 clusters Score -26231.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -26264.875000 Penalty: 631.999634 Iteration 11Q: 3 clusters Score -26264.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -26285.400391 Penalty: 631.999634 Iteration 12Q: 3 clusters Score -26285.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -26293.304688 Penalty: 631.999634 Iteration 13Q: 3 clusters Score -26293.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -26302.587891 Penalty: 631.999634 Iteration 14Q: 3 clusters Score -26302.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -26305.837891 Penalty: 631.999634 Iteration 15Q: 3 clusters Score -26305.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -26306.945312 Penalty: 631.999634 Iteration 16Q: 3 clusters Score -26306.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -26307.341797 Penalty: 631.999634 Iteration 17Q: 3 clusters Score -26307.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -26307.341797 Penalty: 631.999634 Iteration 18F: 3 clusters Score -26307.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 464 members Mstep: Class 4 contains 2494 members Mstep: Class 6 contains 3339 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35974 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5366 members Mstep: Class 18 contains 574 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 16723 members Entering Unmasked Estep Score: -3031479.500000 Penalty: 9941.629883 Splitting cluster 18 changes total score from -3031630.750000 to -3031479.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (4686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Entering Unmasked Estep Score: -147937.750000 Penalty: 384.581207 Iteration 0F: 2 clusters Score -147937.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -144856.843750 Penalty: 769.162415 Iteration 0F: 3 clusters Score -144856.8 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -146077.250000 Penalty: 769.162415 Iteration 1F: 3 clusters Score -146077.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -146280.656250 Penalty: 769.162415 Iteration 2F: 3 clusters Score -146280.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -146501.234375 Penalty: 769.162415 Iteration 3F: 3 clusters Score -146501.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -146703.312500 Penalty: 769.162415 Iteration 4F: 3 clusters Score -146703.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -146911.078125 Penalty: 769.162415 Iteration 5F: 3 clusters Score -146911.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -147097.625000 Penalty: 769.162415 Iteration 6Q: 3 clusters Score -147097.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -147243.625000 Penalty: 769.162415 Iteration 7Q: 3 clusters Score -147243.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -147371.828125 Penalty: 769.162415 Iteration 8Q: 3 clusters Score -147371.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -147460.906250 Penalty: 769.162415 Iteration 9Q: 3 clusters Score -147460.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -147524.218750 Penalty: 769.162415 Iteration 10Q: 3 clusters Score -147524.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -147555.875000 Penalty: 769.162415 Iteration 11Q: 3 clusters Score -147555.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -147573.468750 Penalty: 769.162415 Iteration 12Q: 3 clusters Score -147573.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -147583.375000 Penalty: 769.162415 Iteration 13Q: 3 clusters Score -147583.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -147593.187500 Penalty: 769.162415 Iteration 14Q: 3 clusters Score -147593.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -147596.171875 Penalty: 769.162415 Iteration 15Q: 3 clusters Score -147596.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -147601.718750 Penalty: 769.162415 Iteration 16Q: 3 clusters Score -147601.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -147604.656250 Penalty: 769.162415 Iteration 17Q: 3 clusters Score -147604.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -147605.843750 Penalty: 769.162415 Iteration 18Q: 3 clusters Score -147605.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -147605.843750 Penalty: 769.162415 Iteration 19F: 3 clusters Score -147605.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16723 members Entering Unmasked Estep Score: -549838.687500 Penalty: 442.466614 Iteration 0F: 2 clusters Score -549838.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -538680.937500 Penalty: 884.933228 Iteration 0F: 3 clusters Score -538680.9 nChanged 7838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -543495.125000 Penalty: 884.933228 Iteration 1F: 3 clusters Score -543495.1 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -544298.250000 Penalty: 884.933228 Iteration 2F: 3 clusters Score -544298.2 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -545199.875000 Penalty: 884.933228 Iteration 3F: 3 clusters Score -545199.9 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -546095.062500 Penalty: 884.933228 Iteration 4F: 3 clusters Score -546095.1 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -546669.625000 Penalty: 884.933228 Iteration 5F: 3 clusters Score -546669.6 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -546914.937500 Penalty: 884.933228 Iteration 6Q: 3 clusters Score -546914.9 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -547045.437500 Penalty: 884.933228 Iteration 7Q: 3 clusters Score -547045.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 10623 members Entering Unmasked Estep Score: -547129.312500 Penalty: 884.933228 Iteration 8Q: 3 clusters Score -547129.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -547196.937500 Penalty: 884.933228 Iteration 9Q: 3 clusters Score -547196.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -547266.312500 Penalty: 884.933228 Iteration 10Q: 3 clusters Score -547266.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -547331.250000 Penalty: 884.933228 Iteration 11Q: 3 clusters Score -547331.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 11564 members Entering Unmasked Estep Score: -547400.937500 Penalty: 884.933228 Iteration 12Q: 3 clusters Score -547400.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -547476.187500 Penalty: 884.933228 Iteration 13Q: 3 clusters Score -547476.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -547559.687500 Penalty: 884.933228 Iteration 14Q: 3 clusters Score -547559.7 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 12377 members Entering Unmasked Estep Score: -547655.500000 Penalty: 884.933228 Iteration 15Q: 3 clusters Score -547655.5 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -547765.437500 Penalty: 884.933228 Iteration 16Q: 3 clusters Score -547765.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -547882.187500 Penalty: 884.933228 Iteration 17Q: 3 clusters Score -547882.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -548017.750000 Penalty: 884.933228 Iteration 18Q: 3 clusters Score -548017.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 13663 members Entering Unmasked Estep Score: -548160.562500 Penalty: 884.933228 Iteration 19Q: 3 clusters Score -548160.6 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -548317.562500 Penalty: 884.933228 Iteration 20F: 3 clusters Score -548317.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -548461.625000 Penalty: 884.933228 Iteration 21Q: 3 clusters Score -548461.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -548611.687500 Penalty: 884.933228 Iteration 22Q: 3 clusters Score -548611.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -548739.625000 Penalty: 884.933228 Iteration 23Q: 3 clusters Score -548739.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -548869.437500 Penalty: 884.933228 Iteration 24Q: 3 clusters Score -548869.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -548986.375000 Penalty: 884.933228 Iteration 25Q: 3 clusters Score -548986.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 15433 members Entering Unmasked Estep Score: -549084.187500 Penalty: 884.933228 Iteration 26Q: 3 clusters Score -549084.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 15586 members Entering Unmasked Estep Score: -549162.125000 Penalty: 884.933228 Iteration 27Q: 3 clusters Score -549162.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 15718 members Entering Unmasked Estep Score: -549240.125000 Penalty: 884.933228 Iteration 28Q: 3 clusters Score -549240.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -549311.250000 Penalty: 884.933228 Iteration 29Q: 3 clusters Score -549311.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -549372.875000 Penalty: 884.933228 Iteration 30Q: 3 clusters Score -549372.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 15996 members Entering Unmasked Estep Score: -549413.750000 Penalty: 884.933228 Iteration 31Q: 3 clusters Score -549413.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 16052 members Entering Unmasked Estep Score: -549445.500000 Penalty: 884.933228 Iteration 32Q: 3 clusters Score -549445.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 16102 members Entering Unmasked Estep Score: -549468.687500 Penalty: 884.933228 Iteration 33Q: 3 clusters Score -549468.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 16132 members Entering Unmasked Estep Score: -549486.375000 Penalty: 884.933228 Iteration 34Q: 3 clusters Score -549486.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 16151 members Entering Unmasked Estep Score: -549498.625000 Penalty: 884.933228 Iteration 35Q: 3 clusters Score -549498.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 16176 members Entering Unmasked Estep Score: -549515.812500 Penalty: 884.933228 Iteration 36Q: 3 clusters Score -549515.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 16202 members Entering Unmasked Estep Score: -549535.875000 Penalty: 884.933228 Iteration 37Q: 3 clusters Score -549535.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 16229 members Entering Unmasked Estep Score: -549554.187500 Penalty: 884.933228 Iteration 38Q: 3 clusters Score -549554.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 16250 members Entering Unmasked Estep Score: -549565.062500 Penalty: 884.933228 Iteration 39Q: 3 clusters Score -549565.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -549573.500000 Penalty: 884.933228 Iteration 40F: 3 clusters Score -549573.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 16270 members Entering Unmasked Estep Score: -549580.312500 Penalty: 884.933228 Iteration 41Q: 3 clusters Score -549580.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -549587.562500 Penalty: 884.933228 Iteration 42Q: 3 clusters Score -549587.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -549593.125000 Penalty: 884.933228 Iteration 43Q: 3 clusters Score -549593.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 16287 members Entering Unmasked Estep Score: -549595.875000 Penalty: 884.933228 Iteration 44Q: 3 clusters Score -549595.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 16291 members Entering Unmasked Estep Score: -549596.875000 Penalty: 884.933228 Iteration 45Q: 3 clusters Score -549596.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -549598.312500 Penalty: 884.933228 Iteration 46Q: 3 clusters Score -549598.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -549601.937500 Penalty: 884.933228 Iteration 47Q: 3 clusters Score -549601.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -549605.625000 Penalty: 884.933228 Iteration 48Q: 3 clusters Score -549605.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -549609.750000 Penalty: 884.933228 Iteration 49Q: 3 clusters Score -549609.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 16320 members Entering Unmasked Estep Score: -549612.187500 Penalty: 884.933228 Iteration 50Q: 3 clusters Score -549612.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 16331 members Entering Unmasked Estep Score: -549616.500000 Penalty: 884.933228 Iteration 51Q: 3 clusters Score -549616.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 16343 members Entering Unmasked Estep Score: -549623.312500 Penalty: 884.933228 Iteration 52Q: 3 clusters Score -549623.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 16350 members Entering Unmasked Estep Score: -549626.250000 Penalty: 884.933228 Iteration 53Q: 3 clusters Score -549626.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 16360 members Entering Unmasked Estep Score: -549630.750000 Penalty: 884.933228 Iteration 54Q: 3 clusters Score -549630.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 16366 members Entering Unmasked Estep Score: -549635.375000 Penalty: 884.933228 Iteration 55Q: 3 clusters Score -549635.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 16374 members Entering Unmasked Estep Score: -549636.812500 Penalty: 884.933228 Iteration 56Q: 3 clusters Score -549636.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -549638.750000 Penalty: 884.933228 Iteration 57Q: 3 clusters Score -549638.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 16379 members Entering Unmasked Estep Score: -549639.250000 Penalty: 884.933228 Iteration 58Q: 3 clusters Score -549639.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 16380 members Entering Unmasked Estep Score: -549639.750000 Penalty: 884.933228 Iteration 59Q: 3 clusters Score -549639.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 16383 members Entering Unmasked Estep Score: -549639.687500 Penalty: 884.933228 Iteration 60F: 3 clusters Score -549639.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 16386 members Entering Unmasked Estep Score: -549640.562500 Penalty: 884.933228 Iteration 61Q: 3 clusters Score -549640.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 16390 members Entering Unmasked Estep Score: -549641.625000 Penalty: 884.933228 Iteration 62Q: 3 clusters Score -549641.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 16394 members Entering Unmasked Estep Score: -549644.125000 Penalty: 884.933228 Iteration 63Q: 3 clusters Score -549644.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 16400 members Entering Unmasked Estep Score: -549645.500000 Penalty: 884.933228 Iteration 64Q: 3 clusters Score -549645.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16404 members Entering Unmasked Estep Score: -549646.375000 Penalty: 884.933228 Iteration 65Q: 3 clusters Score -549646.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -549646.250000 Penalty: 884.933228 Iteration 66Q: 3 clusters Score -549646.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -549646.250000 Penalty: 884.933228 Iteration 67F: 3 clusters Score -549646.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2494 members Mstep: Class 6 contains 3339 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35974 members Mstep: Class 14 contains 1232 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6884 members Mstep: Class 17 contains 5366 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4686 members Mstep: Class 20 contains 16723 members Entering Unmasked Estep ConsiderDeletion Score: -3031631.250000 Penalty: 9418.385742 Iteration 79Q: 19 clusters Score -3031631 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2498 members Mstep: Class 6 contains 3333 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 754 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 811 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35977 members Mstep: Class 14 contains 1242 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6874 members Mstep: Class 17 contains 5365 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4689 members Mstep: Class 20 contains 16725 members Entering Unmasked Estep ConsiderDeletion Score: -3031634.250000 Penalty: 9418.385742 Iteration 80F: 19 clusters Score -3031634 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2498 members Mstep: Class 6 contains 3326 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 8080 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35974 members Mstep: Class 14 contains 1250 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6860 members Mstep: Class 17 contains 5364 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4696 members Mstep: Class 20 contains 16732 members Entering Unmasked Estep ConsiderDeletion Score: -3031638.750000 Penalty: 9418.385742 Iteration 81Q: 19 clusters Score -3031639 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2500 members Mstep: Class 6 contains 3324 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 8082 members Mstep: Class 11 contains 811 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35973 members Mstep: Class 14 contains 1260 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6846 members Mstep: Class 17 contains 5364 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4700 members Mstep: Class 20 contains 16732 members Entering Unmasked Estep ConsiderDeletion Score: -3031643.250000 Penalty: 9418.385742 Iteration 82Q: 19 clusters Score -3031643 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2503 members Mstep: Class 6 contains 3321 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 8080 members Mstep: Class 11 contains 811 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35973 members Mstep: Class 14 contains 1266 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6836 members Mstep: Class 17 contains 5362 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4708 members Mstep: Class 20 contains 16732 members Entering Unmasked Estep ConsiderDeletion Score: -3031644.750000 Penalty: 9418.385742 Iteration 83Q: 19 clusters Score -3031645 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2503 members Mstep: Class 6 contains 3319 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35973 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6824 members Mstep: Class 17 contains 5363 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4712 members Mstep: Class 20 contains 16734 members Entering Unmasked Estep ConsiderDeletion Score: -3031643.000000 Penalty: 9418.385742 Iteration 84Q: 19 clusters Score -3031643 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 457 members Mstep: Class 4 contains 2503 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35977 members Mstep: Class 14 contains 1278 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6815 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4715 members Mstep: Class 20 contains 16736 members Entering Unmasked Estep ConsiderDeletion Score: -3031643.750000 Penalty: 9418.385742 Iteration 85Q: 19 clusters Score -3031644 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 812 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35981 members Mstep: Class 14 contains 1281 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6804 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1038 members Mstep: Class 19 contains 4718 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031648.750000 Penalty: 9418.385742 Iteration 86Q: 19 clusters Score -3031649 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 811 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35983 members Mstep: Class 14 contains 1283 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6797 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4722 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031645.750000 Penalty: 9418.385742 Iteration 87Q: 19 clusters Score -3031646 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8077 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35988 members Mstep: Class 14 contains 1285 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6791 members Mstep: Class 17 contains 5362 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4722 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031644.250000 Penalty: 9418.385742 Iteration 88Q: 19 clusters Score -3031644 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8073 members Mstep: Class 11 contains 809 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 35995 members Mstep: Class 14 contains 1287 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6785 members Mstep: Class 17 contains 5362 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4724 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031645.250000 Penalty: 9418.385742 Iteration 89Q: 19 clusters Score -3031645 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8071 members Mstep: Class 11 contains 808 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36003 members Mstep: Class 14 contains 1289 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6778 members Mstep: Class 17 contains 5362 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4725 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031645.000000 Penalty: 9418.385742 Iteration 90Q: 19 clusters Score -3031645 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8067 members Mstep: Class 11 contains 809 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36008 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6774 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4725 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031642.750000 Penalty: 9418.385742 Iteration 91Q: 19 clusters Score -3031643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 8065 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36012 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6771 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4725 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031643.250000 Penalty: 9418.385742 Iteration 92Q: 19 clusters Score -3031643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8065 members Mstep: Class 11 contains 810 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36018 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6767 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4724 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031648.500000 Penalty: 9418.385742 Iteration 93Q: 19 clusters Score -3031648 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8063 members Mstep: Class 11 contains 811 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36023 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6764 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4723 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031652.750000 Penalty: 9418.385742 Iteration 94Q: 19 clusters Score -3031653 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2112 members Mstep: Class 10 contains 8063 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36025 members Mstep: Class 14 contains 1292 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6763 members Mstep: Class 17 contains 5359 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4723 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031652.500000 Penalty: 9418.385742 Iteration 95Q: 19 clusters Score -3031652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8063 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36027 members Mstep: Class 14 contains 1293 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6758 members Mstep: Class 17 contains 5359 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4724 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031653.250000 Penalty: 9418.385742 Iteration 96Q: 19 clusters Score -3031653 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8061 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 36028 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6755 members Mstep: Class 17 contains 5359 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4727 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031654.750000 Penalty: 9418.385742 Iteration 97Q: 19 clusters Score -3031655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8059 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36034 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6750 members Mstep: Class 17 contains 5357 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4731 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031651.000000 Penalty: 9418.385742 Iteration 98Q: 19 clusters Score -3031651 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8059 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36038 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6744 members Mstep: Class 17 contains 5356 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.750000 Penalty: 9418.385742 Iteration 99Q: 19 clusters Score -3031656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8060 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36041 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6740 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4736 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031654.000000 Penalty: 9418.385742 Iteration 100F: 19 clusters Score -3031654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 8061 members Mstep: Class 11 contains 813 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36045 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6736 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4735 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031657.500000 Penalty: 9418.385742 Iteration 101Q: 19 clusters Score -3031658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2112 members Mstep: Class 10 contains 8062 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36047 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6732 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4736 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.250000 Penalty: 9418.385742 Iteration 102Q: 19 clusters Score -3031655 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2109 members Mstep: Class 10 contains 8065 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36050 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6728 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4737 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031661.000000 Penalty: 9418.385742 Iteration 103Q: 19 clusters Score -3031661 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2103 members Mstep: Class 10 contains 8072 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7910 members Mstep: Class 13 contains 36052 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6724 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031657.500000 Penalty: 9418.385742 Iteration 104Q: 19 clusters Score -3031658 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2098 members Mstep: Class 10 contains 8081 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7909 members Mstep: Class 13 contains 36053 members Mstep: Class 14 contains 1294 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6721 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.250000 Penalty: 9418.385742 Iteration 105Q: 19 clusters Score -3031655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2096 members Mstep: Class 10 contains 8084 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7909 members Mstep: Class 13 contains 36056 members Mstep: Class 14 contains 1295 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6716 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.000000 Penalty: 9418.385742 Iteration 106Q: 19 clusters Score -3031655 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2096 members Mstep: Class 10 contains 8085 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36058 members Mstep: Class 14 contains 1297 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6712 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031658.750000 Penalty: 9418.385742 Iteration 107Q: 19 clusters Score -3031659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8086 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36060 members Mstep: Class 14 contains 1298 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6709 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031654.750000 Penalty: 9418.385742 Iteration 108Q: 19 clusters Score -3031655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8087 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36064 members Mstep: Class 14 contains 1299 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6703 members Mstep: Class 17 contains 5353 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4739 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031654.750000 Penalty: 9418.385742 Iteration 109Q: 19 clusters Score -3031655 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2094 members Mstep: Class 10 contains 8087 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36069 members Mstep: Class 14 contains 1303 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6696 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031660.000000 Penalty: 9418.385742 Iteration 110Q: 19 clusters Score -3031660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2094 members Mstep: Class 10 contains 8087 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36069 members Mstep: Class 14 contains 1306 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6693 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031661.500000 Penalty: 9418.385742 Iteration 111Q: 19 clusters Score -3031662 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8087 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36071 members Mstep: Class 14 contains 1309 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6687 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031667.750000 Penalty: 9418.385742 Iteration 112Q: 19 clusters Score -3031668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8086 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 36068 members Mstep: Class 14 contains 1316 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6683 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031668.500000 Penalty: 9418.385742 Iteration 113Q: 19 clusters Score -3031668 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8085 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36064 members Mstep: Class 14 contains 1326 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6678 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031664.500000 Penalty: 9418.385742 Iteration 114Q: 19 clusters Score -3031664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8081 members Mstep: Class 11 contains 814 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36068 members Mstep: Class 14 contains 1334 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 6670 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4738 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031662.750000 Penalty: 9418.385742 Iteration 115Q: 19 clusters Score -3031663 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 815 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36070 members Mstep: Class 14 contains 1342 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6664 members Mstep: Class 17 contains 5354 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4737 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031660.250000 Penalty: 9418.385742 Iteration 116Q: 19 clusters Score -3031660 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 459 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8076 members Mstep: Class 11 contains 816 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36071 members Mstep: Class 14 contains 1350 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6657 members Mstep: Class 17 contains 5353 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4736 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031655.750000 Penalty: 9418.385742 Iteration 117Q: 19 clusters Score -3031656 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8074 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36081 members Mstep: Class 14 contains 1357 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 6646 members Mstep: Class 17 contains 5351 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3031664.000000 Penalty: 9418.385742 Iteration 118Q: 19 clusters Score -3031664 nChanged 32 Entering ConstructFrom: Score: -3031664.000000 Penalty: 9418.385742 Entering ConstructFrom: Trying to split cluster 1 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -4652.507812 Penalty: 226.754105 Iteration 0F: 2 clusters Score -4652.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4397.476562 Penalty: 453.508209 Iteration 0F: 3 clusters Score -4397.477 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -4442.485352 Penalty: 453.508209 Iteration 1F: 3 clusters Score -4442.485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -4447.068359 Penalty: 453.508209 Iteration 2Q: 3 clusters Score -4447.068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -4455.185547 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -4455.186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -4457.152344 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -4457.152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -4461.458984 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -4461.459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -4461.458984 Penalty: 453.508209 Iteration 6F: 3 clusters Score -4461.459 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15148.752930 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15148.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14665.216797 Penalty: 557.545105 Iteration 0F: 3 clusters Score -14665.22 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14770.894531 Penalty: 557.545105 Iteration 1F: 3 clusters Score -14770.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14788.458984 Penalty: 557.545105 Iteration 2F: 3 clusters Score -14788.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -14805.546875 Penalty: 557.545105 Iteration 3F: 3 clusters Score -14805.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -14815.837891 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -14815.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14823.199219 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -14823.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -14827.261719 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -14827.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -14830.973633 Penalty: 557.545105 Iteration 7Q: 3 clusters Score -14830.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14834.773438 Penalty: 557.545105 Iteration 8Q: 3 clusters Score -14834.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14835.825195 Penalty: 557.545105 Iteration 9Q: 3 clusters Score -14835.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -14836.786133 Penalty: 557.545105 Iteration 10Q: 3 clusters Score -14836.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14837.053711 Penalty: 557.545105 Iteration 11Q: 3 clusters Score -14837.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14837.053711 Penalty: 557.545105 Iteration 12F: 3 clusters Score -14837.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -77215.812500 Penalty: 356.066833 Iteration 0F: 2 clusters Score -77215.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -75444.937500 Penalty: 712.133667 Iteration 0F: 3 clusters Score -75444.94 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -75950.742188 Penalty: 712.133667 Iteration 1F: 3 clusters Score -75950.74 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -76033.640625 Penalty: 712.133667 Iteration 2F: 3 clusters Score -76033.64 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -76126.843750 Penalty: 712.133667 Iteration 3F: 3 clusters Score -76126.84 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -76233.742188 Penalty: 712.133667 Iteration 4F: 3 clusters Score -76233.74 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -76364.937500 Penalty: 712.133667 Iteration 5F: 3 clusters Score -76364.94 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -76525.718750 Penalty: 712.133667 Iteration 6F: 3 clusters Score -76525.72 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -76662.617188 Penalty: 712.133667 Iteration 7F: 3 clusters Score -76662.62 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -76757.789062 Penalty: 712.133667 Iteration 8Q: 3 clusters Score -76757.79 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -76820.789062 Penalty: 712.133667 Iteration 9Q: 3 clusters Score -76820.79 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -76878.335938 Penalty: 712.133667 Iteration 10Q: 3 clusters Score -76878.34 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -76930.101562 Penalty: 712.133667 Iteration 11Q: 3 clusters Score -76930.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -76969.914062 Penalty: 712.133667 Iteration 12Q: 3 clusters Score -76969.91 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -76988.062500 Penalty: 712.133667 Iteration 13Q: 3 clusters Score -76988.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -76999.007812 Penalty: 712.133667 Iteration 14Q: 3 clusters Score -76999.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -77014.562500 Penalty: 712.133667 Iteration 15Q: 3 clusters Score -77014.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -77031.210938 Penalty: 712.133667 Iteration 16Q: 3 clusters Score -77031.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -77040.992188 Penalty: 712.133667 Iteration 17Q: 3 clusters Score -77040.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -77047.664062 Penalty: 712.133667 Iteration 18Q: 3 clusters Score -77047.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -77054.765625 Penalty: 712.133667 Iteration 19Q: 3 clusters Score -77054.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -77060.781250 Penalty: 712.133667 Iteration 20F: 3 clusters Score -77060.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -77065.335938 Penalty: 712.133667 Iteration 21Q: 3 clusters Score -77065.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -77068.296875 Penalty: 712.133667 Iteration 22Q: 3 clusters Score -77068.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -77068.992188 Penalty: 712.133667 Iteration 23Q: 3 clusters Score -77068.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -77069.671875 Penalty: 712.133667 Iteration 24Q: 3 clusters Score -77069.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -77070.148438 Penalty: 712.133667 Iteration 25Q: 3 clusters Score -77070.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -77070.421875 Penalty: 712.133667 Iteration 26Q: 3 clusters Score -77070.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -77070.421875 Penalty: 712.133667 Iteration 27F: 3 clusters Score -77070.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Entering Unmasked Estep Score: -114957.921875 Penalty: 368.860138 Iteration 0F: 2 clusters Score -114957.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -112653.281250 Penalty: 737.720276 Iteration 0F: 3 clusters Score -112653.3 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -113462.632812 Penalty: 737.720276 Iteration 1F: 3 clusters Score -113462.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -113553.359375 Penalty: 737.720276 Iteration 2F: 3 clusters Score -113553.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -113644.328125 Penalty: 737.720276 Iteration 3F: 3 clusters Score -113644.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -113762.007812 Penalty: 737.720276 Iteration 4F: 3 clusters Score -113762 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -113883.460938 Penalty: 737.720276 Iteration 5F: 3 clusters Score -113883.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -114013.843750 Penalty: 737.720276 Iteration 6F: 3 clusters Score -114013.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -114130.546875 Penalty: 737.720276 Iteration 7F: 3 clusters Score -114130.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -114222.109375 Penalty: 737.720276 Iteration 8Q: 3 clusters Score -114222.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -114311.914062 Penalty: 737.720276 Iteration 9Q: 3 clusters Score -114311.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -114392.671875 Penalty: 737.720276 Iteration 10Q: 3 clusters Score -114392.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -114462.914062 Penalty: 737.720276 Iteration 11Q: 3 clusters Score -114462.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -114508.726562 Penalty: 737.720276 Iteration 12Q: 3 clusters Score -114508.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -114531.414062 Penalty: 737.720276 Iteration 13Q: 3 clusters Score -114531.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -114550.539062 Penalty: 737.720276 Iteration 14Q: 3 clusters Score -114550.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -114567.984375 Penalty: 737.720276 Iteration 15Q: 3 clusters Score -114568 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -114578.945312 Penalty: 737.720276 Iteration 16Q: 3 clusters Score -114578.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -114593.523438 Penalty: 737.720276 Iteration 17Q: 3 clusters Score -114593.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -114602.007812 Penalty: 737.720276 Iteration 18Q: 3 clusters Score -114602 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -114609.531250 Penalty: 737.720276 Iteration 19Q: 3 clusters Score -114609.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -114617.437500 Penalty: 737.720276 Iteration 20F: 3 clusters Score -114617.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -114626.375000 Penalty: 737.720276 Iteration 21Q: 3 clusters Score -114626.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -114634.976562 Penalty: 737.720276 Iteration 22Q: 3 clusters Score -114635 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -114643.093750 Penalty: 737.720276 Iteration 23Q: 3 clusters Score -114643.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -114653.007812 Penalty: 737.720276 Iteration 24Q: 3 clusters Score -114653 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -114657.703125 Penalty: 737.720276 Iteration 25Q: 3 clusters Score -114657.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -114663.914062 Penalty: 737.720276 Iteration 26Q: 3 clusters Score -114663.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -114667.617188 Penalty: 737.720276 Iteration 27Q: 3 clusters Score -114667.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -114672.000000 Penalty: 737.720276 Iteration 28Q: 3 clusters Score -114672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -114674.140625 Penalty: 737.720276 Iteration 29Q: 3 clusters Score -114674.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -114678.632812 Penalty: 737.720276 Iteration 30Q: 3 clusters Score -114678.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -114679.406250 Penalty: 737.720276 Iteration 31Q: 3 clusters Score -114679.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -114679.507812 Penalty: 737.720276 Iteration 32Q: 3 clusters Score -114679.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -114679.507812 Penalty: 737.720276 Iteration 33F: 3 clusters Score -114679.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Entering Unmasked Estep Score: -7036.342285 Penalty: 248.022247 Iteration 0F: 2 clusters Score -7036.342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6738.969727 Penalty: 496.044495 Iteration 0F: 3 clusters Score -6738.97 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6789.022949 Penalty: 496.044495 Iteration 1F: 3 clusters Score -6789.023 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6808.016113 Penalty: 496.044495 Iteration 2F: 3 clusters Score -6808.016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6817.539062 Penalty: 496.044495 Iteration 3Q: 3 clusters Score -6817.539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6829.335938 Penalty: 496.044495 Iteration 4Q: 3 clusters Score -6829.336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6844.863770 Penalty: 496.044495 Iteration 5Q: 3 clusters Score -6844.864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6863.677734 Penalty: 496.044495 Iteration 6Q: 3 clusters Score -6863.678 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6882.133789 Penalty: 496.044495 Iteration 7Q: 3 clusters Score -6882.134 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6894.934570 Penalty: 496.044495 Iteration 8Q: 3 clusters Score -6894.935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6910.506836 Penalty: 496.044495 Iteration 9Q: 3 clusters Score -6910.507 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6946.079102 Penalty: 496.044495 Iteration 10Q: 3 clusters Score -6946.079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6959.771484 Penalty: 496.044495 Iteration 11Q: 3 clusters Score -6959.771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -6966.299805 Penalty: 496.044495 Iteration 12Q: 3 clusters Score -6966.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6970.200195 Penalty: 496.044495 Iteration 13Q: 3 clusters Score -6970.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6970.200195 Penalty: 496.044495 Iteration 14F: 3 clusters Score -6970.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Entering Unmasked Estep Score: -26629.271484 Penalty: 301.515656 Iteration 0F: 2 clusters Score -26629.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -25978.136719 Penalty: 603.031311 Iteration 0F: 3 clusters Score -25978.14 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -26130.591797 Penalty: 603.031311 Iteration 1F: 3 clusters Score -26130.59 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -26177.658203 Penalty: 603.031311 Iteration 2F: 3 clusters Score -26177.66 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -26217.986328 Penalty: 603.031311 Iteration 3F: 3 clusters Score -26217.99 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -26252.794922 Penalty: 603.031311 Iteration 4F: 3 clusters Score -26252.79 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -26283.179688 Penalty: 603.031311 Iteration 5Q: 3 clusters Score -26283.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -26301.271484 Penalty: 603.031311 Iteration 6Q: 3 clusters Score -26301.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -26316.296875 Penalty: 603.031311 Iteration 7Q: 3 clusters Score -26316.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -26331.648438 Penalty: 603.031311 Iteration 8Q: 3 clusters Score -26331.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -26346.291016 Penalty: 603.031311 Iteration 9Q: 3 clusters Score -26346.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -26355.914062 Penalty: 603.031311 Iteration 10Q: 3 clusters Score -26355.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -26362.544922 Penalty: 603.031311 Iteration 11Q: 3 clusters Score -26362.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -26367.488281 Penalty: 603.031311 Iteration 12Q: 3 clusters Score -26367.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -26372.371094 Penalty: 603.031311 Iteration 13Q: 3 clusters Score -26372.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -26377.056641 Penalty: 603.031311 Iteration 14Q: 3 clusters Score -26377.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -26379.789062 Penalty: 603.031311 Iteration 15Q: 3 clusters Score -26379.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -26380.730469 Penalty: 603.031311 Iteration 16Q: 3 clusters Score -26380.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -26382.435547 Penalty: 603.031311 Iteration 17Q: 3 clusters Score -26382.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -26383.013672 Penalty: 603.031311 Iteration 18Q: 3 clusters Score -26383.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -26385.001953 Penalty: 603.031311 Iteration 19Q: 3 clusters Score -26385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -26386.779297 Penalty: 603.031311 Iteration 20F: 3 clusters Score -26386.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -26387.310547 Penalty: 603.031311 Iteration 21Q: 3 clusters Score -26387.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -26388.269531 Penalty: 603.031311 Iteration 22Q: 3 clusters Score -26388.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -26388.269531 Penalty: 603.031311 Iteration 23F: 3 clusters Score -26388.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Entering Unmasked Estep Score: -70335.257812 Penalty: 347.952545 Iteration 0F: 2 clusters Score -70335.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -68850.773438 Penalty: 695.905090 Iteration 0F: 3 clusters Score -68850.77 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -69391.585938 Penalty: 695.905090 Iteration 1F: 3 clusters Score -69391.59 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -69510.601562 Penalty: 695.905090 Iteration 2F: 3 clusters Score -69510.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -69620.414062 Penalty: 695.905090 Iteration 3F: 3 clusters Score -69620.41 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -69730.695312 Penalty: 695.905090 Iteration 4F: 3 clusters Score -69730.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -69884.375000 Penalty: 695.905090 Iteration 5F: 3 clusters Score -69884.38 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -70041.515625 Penalty: 695.905090 Iteration 6F: 3 clusters Score -70041.52 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -70176.843750 Penalty: 695.905090 Iteration 7F: 3 clusters Score -70176.84 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -70274.085938 Penalty: 695.905090 Iteration 8Q: 3 clusters Score -70274.09 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -70335.960938 Penalty: 695.905090 Iteration 9Q: 3 clusters Score -70335.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -70366.656250 Penalty: 695.905090 Iteration 10Q: 3 clusters Score -70366.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -70377.218750 Penalty: 695.905090 Iteration 11Q: 3 clusters Score -70377.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -70381.945312 Penalty: 695.905090 Iteration 12Q: 3 clusters Score -70381.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -70385.062500 Penalty: 695.905090 Iteration 13Q: 3 clusters Score -70385.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -70386.507812 Penalty: 695.905090 Iteration 14Q: 3 clusters Score -70386.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -70386.757812 Penalty: 695.905090 Iteration 15Q: 3 clusters Score -70386.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -70386.757812 Penalty: 695.905090 Iteration 16Q: 3 clusters Score -70386.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -70386.757812 Penalty: 695.905090 Iteration 17F: 3 clusters Score -70386.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 1342 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 753 members Mstep: Class 10 contains 8072 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 36095 members Mstep: Class 14 contains 1364 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6628 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep Score: -3031536.000000 Penalty: 9941.629883 Splitting cluster 9 changes total score from -3031664.000000 to -3031536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (8072 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Entering Unmasked Estep Score: -279478.687500 Penalty: 409.325134 Iteration 0F: 2 clusters Score -279478.7 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 3963 members Entering Unmasked Estep Score: -274091.656250 Penalty: 818.650269 Iteration 0F: 3 clusters Score -274091.7 nChanged 3730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -276596.375000 Penalty: 818.650269 Iteration 1F: 3 clusters Score -276596.4 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -277006.843750 Penalty: 818.650269 Iteration 2F: 3 clusters Score -277006.8 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -277482.375000 Penalty: 818.650269 Iteration 3F: 3 clusters Score -277482.4 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -277989.312500 Penalty: 818.650269 Iteration 4F: 3 clusters Score -277989.3 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -278387.968750 Penalty: 818.650269 Iteration 5F: 3 clusters Score -278388 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -278679.718750 Penalty: 818.650269 Iteration 6Q: 3 clusters Score -278679.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -278875.281250 Penalty: 818.650269 Iteration 7Q: 3 clusters Score -278875.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -278978.781250 Penalty: 818.650269 Iteration 8Q: 3 clusters Score -278978.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -279039.406250 Penalty: 818.650269 Iteration 9Q: 3 clusters Score -279039.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -279078.000000 Penalty: 818.650269 Iteration 10Q: 3 clusters Score -279078 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -279096.218750 Penalty: 818.650269 Iteration 11Q: 3 clusters Score -279096.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -279106.218750 Penalty: 818.650269 Iteration 12Q: 3 clusters Score -279106.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -279110.718750 Penalty: 818.650269 Iteration 13Q: 3 clusters Score -279110.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -279115.625000 Penalty: 818.650269 Iteration 14Q: 3 clusters Score -279115.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -279117.750000 Penalty: 818.650269 Iteration 15Q: 3 clusters Score -279117.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -279117.875000 Penalty: 818.650269 Iteration 16Q: 3 clusters Score -279117.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -279117.875000 Penalty: 818.650269 Iteration 17F: 3 clusters Score -279117.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Entering Unmasked Estep Score: -29418.193359 Penalty: 305.162231 Iteration 0F: 2 clusters Score -29418.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -28740.951172 Penalty: 610.324463 Iteration 0F: 3 clusters Score -28740.95 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -28923.214844 Penalty: 610.324463 Iteration 1F: 3 clusters Score -28923.21 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -28962.265625 Penalty: 610.324463 Iteration 2F: 3 clusters Score -28962.27 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -28986.791016 Penalty: 610.324463 Iteration 3Q: 3 clusters Score -28986.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29007.109375 Penalty: 610.324463 Iteration 4Q: 3 clusters Score -29007.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -29023.250000 Penalty: 610.324463 Iteration 5Q: 3 clusters Score -29023.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -29035.000000 Penalty: 610.324463 Iteration 6Q: 3 clusters Score -29035 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -29043.093750 Penalty: 610.324463 Iteration 7Q: 3 clusters Score -29043.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -29055.978516 Penalty: 610.324463 Iteration 8Q: 3 clusters Score -29055.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -29075.421875 Penalty: 610.324463 Iteration 9Q: 3 clusters Score -29075.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -29083.054688 Penalty: 610.324463 Iteration 10Q: 3 clusters Score -29083.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -29088.259766 Penalty: 610.324463 Iteration 11Q: 3 clusters Score -29088.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -29092.421875 Penalty: 610.324463 Iteration 12Q: 3 clusters Score -29092.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -29096.000000 Penalty: 610.324463 Iteration 13Q: 3 clusters Score -29096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -29096.925781 Penalty: 610.324463 Iteration 14Q: 3 clusters Score -29096.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -29097.824219 Penalty: 610.324463 Iteration 15Q: 3 clusters Score -29097.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -29098.218750 Penalty: 610.324463 Iteration 16Q: 3 clusters Score -29098.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -29098.652344 Penalty: 610.324463 Iteration 17Q: 3 clusters Score -29098.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -29099.181641 Penalty: 610.324463 Iteration 18Q: 3 clusters Score -29099.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -29099.181641 Penalty: 610.324463 Iteration 19F: 3 clusters Score -29099.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Entering Unmasked Estep Score: -281274.312500 Penalty: 408.385437 Iteration 0F: 2 clusters Score -281274.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -276062.031250 Penalty: 816.770874 Iteration 0F: 3 clusters Score -276062 nChanged 3564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -278064.656250 Penalty: 816.770874 Iteration 1F: 3 clusters Score -278064.7 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -278261.437500 Penalty: 816.770874 Iteration 2F: 3 clusters Score -278261.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -278492.437500 Penalty: 816.770874 Iteration 3F: 3 clusters Score -278492.4 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -278719.750000 Penalty: 816.770874 Iteration 4F: 3 clusters Score -278719.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -278946.843750 Penalty: 816.770874 Iteration 5F: 3 clusters Score -278946.8 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -279157.156250 Penalty: 816.770874 Iteration 6F: 3 clusters Score -279157.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -279315.937500 Penalty: 816.770874 Iteration 7Q: 3 clusters Score -279315.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -279428.250000 Penalty: 816.770874 Iteration 8Q: 3 clusters Score -279428.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -279522.750000 Penalty: 816.770874 Iteration 9Q: 3 clusters Score -279522.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -279605.593750 Penalty: 816.770874 Iteration 10Q: 3 clusters Score -279605.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -279687.156250 Penalty: 816.770874 Iteration 11Q: 3 clusters Score -279687.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -279770.437500 Penalty: 816.770874 Iteration 12Q: 3 clusters Score -279770.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -279833.125000 Penalty: 816.770874 Iteration 13Q: 3 clusters Score -279833.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -279885.093750 Penalty: 816.770874 Iteration 14Q: 3 clusters Score -279885.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -279952.187500 Penalty: 816.770874 Iteration 15Q: 3 clusters Score -279952.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -280025.343750 Penalty: 816.770874 Iteration 16Q: 3 clusters Score -280025.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -280088.500000 Penalty: 816.770874 Iteration 17Q: 3 clusters Score -280088.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -280149.281250 Penalty: 816.770874 Iteration 18Q: 3 clusters Score -280149.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -280213.468750 Penalty: 816.770874 Iteration 19Q: 3 clusters Score -280213.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -280284.468750 Penalty: 816.770874 Iteration 20F: 3 clusters Score -280284.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -280353.718750 Penalty: 816.770874 Iteration 21Q: 3 clusters Score -280353.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -280414.031250 Penalty: 816.770874 Iteration 22Q: 3 clusters Score -280414 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -280477.437500 Penalty: 816.770874 Iteration 23Q: 3 clusters Score -280477.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -280542.312500 Penalty: 816.770874 Iteration 24Q: 3 clusters Score -280542.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -280607.625000 Penalty: 816.770874 Iteration 25Q: 3 clusters Score -280607.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -280665.187500 Penalty: 816.770874 Iteration 26Q: 3 clusters Score -280665.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -280712.875000 Penalty: 816.770874 Iteration 27Q: 3 clusters Score -280712.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -280754.250000 Penalty: 816.770874 Iteration 28Q: 3 clusters Score -280754.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -280792.093750 Penalty: 816.770874 Iteration 29Q: 3 clusters Score -280792.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -280819.093750 Penalty: 816.770874 Iteration 30Q: 3 clusters Score -280819.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -280843.718750 Penalty: 816.770874 Iteration 31Q: 3 clusters Score -280843.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -280861.500000 Penalty: 816.770874 Iteration 32Q: 3 clusters Score -280861.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -280879.281250 Penalty: 816.770874 Iteration 33Q: 3 clusters Score -280879.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -280892.531250 Penalty: 816.770874 Iteration 34Q: 3 clusters Score -280892.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -280906.468750 Penalty: 816.770874 Iteration 35Q: 3 clusters Score -280906.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -280913.187500 Penalty: 816.770874 Iteration 36Q: 3 clusters Score -280913.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -280919.625000 Penalty: 816.770874 Iteration 37Q: 3 clusters Score -280919.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -280925.156250 Penalty: 816.770874 Iteration 38Q: 3 clusters Score -280925.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -280930.468750 Penalty: 816.770874 Iteration 39Q: 3 clusters Score -280930.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -280932.281250 Penalty: 816.770874 Iteration 40F: 3 clusters Score -280932.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -280934.031250 Penalty: 816.770874 Iteration 41Q: 3 clusters Score -280934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -280936.406250 Penalty: 816.770874 Iteration 42Q: 3 clusters Score -280936.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -280939.343750 Penalty: 816.770874 Iteration 43Q: 3 clusters Score -280939.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -280942.468750 Penalty: 816.770874 Iteration 44Q: 3 clusters Score -280942.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -280943.593750 Penalty: 816.770874 Iteration 45Q: 3 clusters Score -280943.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -280944.500000 Penalty: 816.770874 Iteration 46Q: 3 clusters Score -280944.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -280947.843750 Penalty: 816.770874 Iteration 47Q: 3 clusters Score -280947.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -280953.875000 Penalty: 816.770874 Iteration 48Q: 3 clusters Score -280953.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -280956.093750 Penalty: 816.770874 Iteration 49Q: 3 clusters Score -280956.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -280957.375000 Penalty: 816.770874 Iteration 50Q: 3 clusters Score -280957.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -280958.250000 Penalty: 816.770874 Iteration 51Q: 3 clusters Score -280958.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -280960.281250 Penalty: 816.770874 Iteration 52Q: 3 clusters Score -280960.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -280962.281250 Penalty: 816.770874 Iteration 53Q: 3 clusters Score -280962.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -280963.593750 Penalty: 816.770874 Iteration 54Q: 3 clusters Score -280963.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -280964.750000 Penalty: 816.770874 Iteration 55Q: 3 clusters Score -280964.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -280965.125000 Penalty: 816.770874 Iteration 56Q: 3 clusters Score -280965.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -280965.125000 Penalty: 816.770874 Iteration 57F: 3 clusters Score -280965.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (36095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36095 members Entering Unmasked Estep Score: -1182337.125000 Penalty: 477.472900 Iteration 0F: 2 clusters Score -1182337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 18068 members Entering Unmasked Estep Score: -1158275.500000 Penalty: 954.945801 Iteration 0F: 3 clusters Score -1158276 nChanged 17432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 18836 members Entering Unmasked Estep Score: -1169057.250000 Penalty: 954.945801 Iteration 1F: 3 clusters Score -1169057 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 19529 members Entering Unmasked Estep Score: -1170441.625000 Penalty: 954.945801 Iteration 2F: 3 clusters Score -1170442 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15410 members Mstep: Class 2 contains 20685 members Entering Unmasked Estep Score: -1172269.875000 Penalty: 954.945801 Iteration 3F: 3 clusters Score -1172270 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 22344 members Entering Unmasked Estep Score: -1174386.250000 Penalty: 954.945801 Iteration 4F: 3 clusters Score -1174386 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 24202 members Entering Unmasked Estep Score: -1176555.500000 Penalty: 954.945801 Iteration 5F: 3 clusters Score -1176556 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 25891 members Entering Unmasked Estep Score: -1178534.250000 Penalty: 954.945801 Iteration 6F: 3 clusters Score -1178534 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -1180033.250000 Penalty: 954.945801 Iteration 7Q: 3 clusters Score -1180033 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 28338 members Entering Unmasked Estep Score: -1180951.125000 Penalty: 954.945801 Iteration 8Q: 3 clusters Score -1180951 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 29188 members Entering Unmasked Estep Score: -1181546.500000 Penalty: 954.945801 Iteration 9Q: 3 clusters Score -1181546 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 29873 members Entering Unmasked Estep Score: -1181945.375000 Penalty: 954.945801 Iteration 10Q: 3 clusters Score -1181945 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 30393 members Entering Unmasked Estep Score: -1182190.875000 Penalty: 954.945801 Iteration 11Q: 3 clusters Score -1182191 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 30827 members Entering Unmasked Estep Score: -1182369.000000 Penalty: 954.945801 Iteration 12Q: 3 clusters Score -1182369 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 31189 members Entering Unmasked Estep Score: -1182508.125000 Penalty: 954.945801 Iteration 13Q: 3 clusters Score -1182508 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 31534 members Entering Unmasked Estep Score: -1182636.000000 Penalty: 954.945801 Iteration 14Q: 3 clusters Score -1182636 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -1182735.375000 Penalty: 954.945801 Iteration 15Q: 3 clusters Score -1182735 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 32056 members Entering Unmasked Estep Score: -1182807.375000 Penalty: 954.945801 Iteration 16Q: 3 clusters Score -1182807 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 32257 members Entering Unmasked Estep Score: -1182870.125000 Penalty: 954.945801 Iteration 17Q: 3 clusters Score -1182870 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 32420 members Entering Unmasked Estep Score: -1182916.125000 Penalty: 954.945801 Iteration 18Q: 3 clusters Score -1182916 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 32550 members Entering Unmasked Estep Score: -1182939.000000 Penalty: 954.945801 Iteration 19Q: 3 clusters Score -1182939 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 32650 members Entering Unmasked Estep Score: -1182953.000000 Penalty: 954.945801 Iteration 20F: 3 clusters Score -1182953 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 32728 members Entering Unmasked Estep Score: -1182964.875000 Penalty: 954.945801 Iteration 21Q: 3 clusters Score -1182965 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 32786 members Entering Unmasked Estep Score: -1182965.875000 Penalty: 954.945801 Iteration 22Q: 3 clusters Score -1182966 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 32834 members Entering Unmasked Estep Score: -1182972.375000 Penalty: 954.945801 Iteration 23Q: 3 clusters Score -1182972 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 32883 members Entering Unmasked Estep Score: -1182978.125000 Penalty: 954.945801 Iteration 24Q: 3 clusters Score -1182978 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 32921 members Entering Unmasked Estep Score: -1182982.000000 Penalty: 954.945801 Iteration 25Q: 3 clusters Score -1182982 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -1182987.500000 Penalty: 954.945801 Iteration 26Q: 3 clusters Score -1182988 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 32988 members Entering Unmasked Estep Score: -1182991.375000 Penalty: 954.945801 Iteration 27Q: 3 clusters Score -1182991 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 33024 members Entering Unmasked Estep Score: -1182993.375000 Penalty: 954.945801 Iteration 28Q: 3 clusters Score -1182993 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 33059 members Entering Unmasked Estep Score: -1182998.000000 Penalty: 954.945801 Iteration 29Q: 3 clusters Score -1182998 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 33097 members Entering Unmasked Estep Score: -1182999.750000 Penalty: 954.945801 Iteration 30Q: 3 clusters Score -1183000 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -1183001.250000 Penalty: 954.945801 Iteration 31Q: 3 clusters Score -1183001 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 33155 members Entering Unmasked Estep Score: -1183000.625000 Penalty: 954.945801 Iteration 32Q: 3 clusters Score -1183001 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 33168 members Entering Unmasked Estep Score: -1182999.500000 Penalty: 954.945801 Iteration 33Q: 3 clusters Score -1183000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 33175 members Entering Unmasked Estep Score: -1183001.250000 Penalty: 954.945801 Iteration 34Q: 3 clusters Score -1183001 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 33182 members Entering Unmasked Estep Score: -1183002.875000 Penalty: 954.945801 Iteration 35Q: 3 clusters Score -1183003 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 33186 members Entering Unmasked Estep Score: -1183002.375000 Penalty: 954.945801 Iteration 36Q: 3 clusters Score -1183002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 33191 members Entering Unmasked Estep Score: -1183002.875000 Penalty: 954.945801 Iteration 37Q: 3 clusters Score -1183003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 33199 members Entering Unmasked Estep Score: -1183001.750000 Penalty: 954.945801 Iteration 38Q: 3 clusters Score -1183002 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 33207 members Entering Unmasked Estep Score: -1183000.625000 Penalty: 954.945801 Iteration 39Q: 3 clusters Score -1183001 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 33216 members Entering Unmasked Estep Score: -1182999.750000 Penalty: 954.945801 Iteration 40F: 3 clusters Score -1183000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 33224 members Entering Unmasked Estep Score: -1183001.500000 Penalty: 954.945801 Iteration 41Q: 3 clusters Score -1183002 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 33231 members Entering Unmasked Estep Score: -1183003.500000 Penalty: 954.945801 Iteration 42Q: 3 clusters Score -1183004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 33237 members Entering Unmasked Estep Score: -1183001.875000 Penalty: 954.945801 Iteration 43Q: 3 clusters Score -1183002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 33241 members Entering Unmasked Estep Score: -1183004.875000 Penalty: 954.945801 Iteration 44Q: 3 clusters Score -1183005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 33243 members Entering Unmasked Estep Score: -1183003.500000 Penalty: 954.945801 Iteration 45Q: 3 clusters Score -1183004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 33245 members Entering Unmasked Estep Score: -1183004.750000 Penalty: 954.945801 Iteration 46Q: 3 clusters Score -1183005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 33247 members Entering Unmasked Estep Score: -1183005.000000 Penalty: 954.945801 Iteration 47Q: 3 clusters Score -1183005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 33250 members Entering Unmasked Estep Score: -1183004.625000 Penalty: 954.945801 Iteration 48Q: 3 clusters Score -1183005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 33252 members Entering Unmasked Estep Score: -1183005.125000 Penalty: 954.945801 Iteration 49Q: 3 clusters Score -1183005 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 33253 members Entering Unmasked Estep Score: -1183005.000000 Penalty: 954.945801 Iteration 50Q: 3 clusters Score -1183005 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 33253 members Entering Unmasked Estep Score: -1183005.000000 Penalty: 954.945801 Iteration 51F: 3 clusters Score -1183005 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 33253 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8072 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 2842 members Mstep: Class 14 contains 1364 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6628 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 1037 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep Score: -3032276.000000 Penalty: 9941.629883 Splitting cluster 13 changes total score from -3031664.000000 to -3032276.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 14 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -44788.003906 Penalty: 328.427032 Iteration 0F: 2 clusters Score -44788 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 663 members Entering Unmasked Estep Score: -43749.882812 Penalty: 656.854065 Iteration 0F: 3 clusters Score -43749.88 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -44078.320312 Penalty: 656.854065 Iteration 1F: 3 clusters Score -44078.32 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -44150.359375 Penalty: 656.854065 Iteration 2F: 3 clusters Score -44150.36 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -44213.390625 Penalty: 656.854065 Iteration 3F: 3 clusters Score -44213.39 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -44253.078125 Penalty: 656.854065 Iteration 4Q: 3 clusters Score -44253.08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -44269.117188 Penalty: 656.854065 Iteration 5Q: 3 clusters Score -44269.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -44284.031250 Penalty: 656.854065 Iteration 6Q: 3 clusters Score -44284.03 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -44300.300781 Penalty: 656.854065 Iteration 7Q: 3 clusters Score -44300.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -44316.035156 Penalty: 656.854065 Iteration 8Q: 3 clusters Score -44316.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -44341.164062 Penalty: 656.854065 Iteration 9Q: 3 clusters Score -44341.16 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -44362.441406 Penalty: 656.854065 Iteration 10Q: 3 clusters Score -44362.44 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -44380.562500 Penalty: 656.854065 Iteration 11Q: 3 clusters Score -44380.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -44399.726562 Penalty: 656.854065 Iteration 12Q: 3 clusters Score -44399.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -44412.593750 Penalty: 656.854065 Iteration 13Q: 3 clusters Score -44412.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -44419.847656 Penalty: 656.854065 Iteration 14Q: 3 clusters Score -44419.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -44427.375000 Penalty: 656.854065 Iteration 15Q: 3 clusters Score -44427.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -44438.718750 Penalty: 656.854065 Iteration 16Q: 3 clusters Score -44438.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -44449.753906 Penalty: 656.854065 Iteration 17Q: 3 clusters Score -44449.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -44465.519531 Penalty: 656.854065 Iteration 18Q: 3 clusters Score -44465.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -44474.046875 Penalty: 656.854065 Iteration 19Q: 3 clusters Score -44474.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -44479.070312 Penalty: 656.854065 Iteration 20F: 3 clusters Score -44479.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -44483.781250 Penalty: 656.854065 Iteration 21Q: 3 clusters Score -44483.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -44487.761719 Penalty: 656.854065 Iteration 22Q: 3 clusters Score -44487.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -44491.667969 Penalty: 656.854065 Iteration 23Q: 3 clusters Score -44491.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -44495.066406 Penalty: 656.854065 Iteration 24Q: 3 clusters Score -44495.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -44500.710938 Penalty: 656.854065 Iteration 25Q: 3 clusters Score -44500.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -44509.777344 Penalty: 656.854065 Iteration 26Q: 3 clusters Score -44509.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -44515.472656 Penalty: 656.854065 Iteration 27Q: 3 clusters Score -44515.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -44518.949219 Penalty: 656.854065 Iteration 28Q: 3 clusters Score -44518.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -44520.835938 Penalty: 656.854065 Iteration 29Q: 3 clusters Score -44520.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -44522.734375 Penalty: 656.854065 Iteration 30Q: 3 clusters Score -44522.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -44526.656250 Penalty: 656.854065 Iteration 31Q: 3 clusters Score -44526.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -44528.488281 Penalty: 656.854065 Iteration 32Q: 3 clusters Score -44528.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -44529.191406 Penalty: 656.854065 Iteration 33Q: 3 clusters Score -44529.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -44529.734375 Penalty: 656.854065 Iteration 34Q: 3 clusters Score -44529.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -44530.441406 Penalty: 656.854065 Iteration 35Q: 3 clusters Score -44530.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -44530.585938 Penalty: 656.854065 Iteration 36Q: 3 clusters Score -44530.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -44530.894531 Penalty: 656.854065 Iteration 37Q: 3 clusters Score -44530.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -44531.152344 Penalty: 656.854065 Iteration 38Q: 3 clusters Score -44531.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -44531.152344 Penalty: 656.854065 Iteration 39F: 3 clusters Score -44531.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -10958.002930 Penalty: 277.869537 Iteration 0F: 2 clusters Score -10958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -10503.514648 Penalty: 555.739075 Iteration 0F: 3 clusters Score -10503.51 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -10633.521484 Penalty: 555.739075 Iteration 1F: 3 clusters Score -10633.52 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -10674.041992 Penalty: 555.739075 Iteration 2F: 3 clusters Score -10674.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -10693.852539 Penalty: 555.739075 Iteration 3F: 3 clusters Score -10693.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -10704.250000 Penalty: 555.739075 Iteration 4Q: 3 clusters Score -10704.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -10712.782227 Penalty: 555.739075 Iteration 5Q: 3 clusters Score -10712.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -10723.145508 Penalty: 555.739075 Iteration 6Q: 3 clusters Score -10723.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -10736.012695 Penalty: 555.739075 Iteration 7Q: 3 clusters Score -10736.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -10747.829102 Penalty: 555.739075 Iteration 8Q: 3 clusters Score -10747.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -10759.508789 Penalty: 555.739075 Iteration 9Q: 3 clusters Score -10759.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -10765.688477 Penalty: 555.739075 Iteration 10Q: 3 clusters Score -10765.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -10767.592773 Penalty: 555.739075 Iteration 11Q: 3 clusters Score -10767.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -10767.592773 Penalty: 555.739075 Iteration 12F: 3 clusters Score -10767.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Entering Unmasked Estep Score: -214749.218750 Penalty: 400.357147 Iteration 0F: 2 clusters Score -214749.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -210309.640625 Penalty: 800.714294 Iteration 0F: 3 clusters Score -210309.6 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -211956.578125 Penalty: 800.714294 Iteration 1F: 3 clusters Score -211956.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -212155.359375 Penalty: 800.714294 Iteration 2F: 3 clusters Score -212155.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -212424.390625 Penalty: 800.714294 Iteration 3F: 3 clusters Score -212424.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -212743.531250 Penalty: 800.714294 Iteration 4F: 3 clusters Score -212743.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -213085.015625 Penalty: 800.714294 Iteration 5F: 3 clusters Score -213085 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -213389.468750 Penalty: 800.714294 Iteration 6F: 3 clusters Score -213389.5 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -213604.406250 Penalty: 800.714294 Iteration 7Q: 3 clusters Score -213604.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -213793.000000 Penalty: 800.714294 Iteration 8Q: 3 clusters Score -213793 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -213923.718750 Penalty: 800.714294 Iteration 9Q: 3 clusters Score -213923.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -214020.937500 Penalty: 800.714294 Iteration 10Q: 3 clusters Score -214020.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -214112.562500 Penalty: 800.714294 Iteration 11Q: 3 clusters Score -214112.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -214188.250000 Penalty: 800.714294 Iteration 12Q: 3 clusters Score -214188.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -214254.000000 Penalty: 800.714294 Iteration 13Q: 3 clusters Score -214254 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -214300.406250 Penalty: 800.714294 Iteration 14Q: 3 clusters Score -214300.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -214345.562500 Penalty: 800.714294 Iteration 15Q: 3 clusters Score -214345.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -214380.171875 Penalty: 800.714294 Iteration 16Q: 3 clusters Score -214380.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -214395.578125 Penalty: 800.714294 Iteration 17Q: 3 clusters Score -214395.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -214401.984375 Penalty: 800.714294 Iteration 18Q: 3 clusters Score -214402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -214404.203125 Penalty: 800.714294 Iteration 19Q: 3 clusters Score -214404.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -214404.203125 Penalty: 800.714294 Iteration 20F: 3 clusters Score -214404.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Entering Unmasked Estep Score: -158018.031250 Penalty: 390.610779 Iteration 0F: 2 clusters Score -158018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -154393.968750 Penalty: 781.221558 Iteration 0F: 3 clusters Score -154394 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -155705.687500 Penalty: 781.221558 Iteration 1F: 3 clusters Score -155705.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -155833.765625 Penalty: 781.221558 Iteration 2F: 3 clusters Score -155833.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -155949.562500 Penalty: 781.221558 Iteration 3F: 3 clusters Score -155949.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -156047.078125 Penalty: 781.221558 Iteration 4Q: 3 clusters Score -156047.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -156117.796875 Penalty: 781.221558 Iteration 5Q: 3 clusters Score -156117.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -156178.312500 Penalty: 781.221558 Iteration 6Q: 3 clusters Score -156178.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -156251.156250 Penalty: 781.221558 Iteration 7Q: 3 clusters Score -156251.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -156349.203125 Penalty: 781.221558 Iteration 8Q: 3 clusters Score -156349.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -156482.187500 Penalty: 781.221558 Iteration 9Q: 3 clusters Score -156482.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -156614.406250 Penalty: 781.221558 Iteration 10Q: 3 clusters Score -156614.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -156726.703125 Penalty: 781.221558 Iteration 11Q: 3 clusters Score -156726.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -156805.656250 Penalty: 781.221558 Iteration 12Q: 3 clusters Score -156805.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -156843.765625 Penalty: 781.221558 Iteration 13Q: 3 clusters Score -156843.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -156868.500000 Penalty: 781.221558 Iteration 14Q: 3 clusters Score -156868.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -156888.125000 Penalty: 781.221558 Iteration 15Q: 3 clusters Score -156888.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -156899.625000 Penalty: 781.221558 Iteration 16Q: 3 clusters Score -156899.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -156909.046875 Penalty: 781.221558 Iteration 17Q: 3 clusters Score -156909 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -156919.046875 Penalty: 781.221558 Iteration 18Q: 3 clusters Score -156919 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -156930.343750 Penalty: 781.221558 Iteration 19Q: 3 clusters Score -156930.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -156940.484375 Penalty: 781.221558 Iteration 20F: 3 clusters Score -156940.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -156950.734375 Penalty: 781.221558 Iteration 21Q: 3 clusters Score -156950.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -156956.890625 Penalty: 781.221558 Iteration 22Q: 3 clusters Score -156956.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -156962.484375 Penalty: 781.221558 Iteration 23Q: 3 clusters Score -156962.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -156967.281250 Penalty: 781.221558 Iteration 24Q: 3 clusters Score -156967.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -156971.875000 Penalty: 781.221558 Iteration 25Q: 3 clusters Score -156971.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -156975.390625 Penalty: 781.221558 Iteration 26Q: 3 clusters Score -156975.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -156978.671875 Penalty: 781.221558 Iteration 27Q: 3 clusters Score -156978.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -156984.468750 Penalty: 781.221558 Iteration 28Q: 3 clusters Score -156984.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -156988.703125 Penalty: 781.221558 Iteration 29Q: 3 clusters Score -156988.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -156995.218750 Penalty: 781.221558 Iteration 30Q: 3 clusters Score -156995.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -157006.515625 Penalty: 781.221558 Iteration 31Q: 3 clusters Score -157006.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -157020.640625 Penalty: 781.221558 Iteration 32Q: 3 clusters Score -157020.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -157035.437500 Penalty: 781.221558 Iteration 33Q: 3 clusters Score -157035.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -157054.156250 Penalty: 781.221558 Iteration 34Q: 3 clusters Score -157054.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -157073.656250 Penalty: 781.221558 Iteration 35Q: 3 clusters Score -157073.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -157098.531250 Penalty: 781.221558 Iteration 36Q: 3 clusters Score -157098.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -157136.328125 Penalty: 781.221558 Iteration 37Q: 3 clusters Score -157136.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -157176.484375 Penalty: 781.221558 Iteration 38Q: 3 clusters Score -157176.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -157221.687500 Penalty: 781.221558 Iteration 39Q: 3 clusters Score -157221.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -157281.140625 Penalty: 781.221558 Iteration 40F: 3 clusters Score -157281.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -157327.593750 Penalty: 781.221558 Iteration 41Q: 3 clusters Score -157327.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -157376.828125 Penalty: 781.221558 Iteration 42Q: 3 clusters Score -157376.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -157411.234375 Penalty: 781.221558 Iteration 43Q: 3 clusters Score -157411.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -157435.093750 Penalty: 781.221558 Iteration 44Q: 3 clusters Score -157435.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -157459.359375 Penalty: 781.221558 Iteration 45Q: 3 clusters Score -157459.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -157481.640625 Penalty: 781.221558 Iteration 46Q: 3 clusters Score -157481.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -157504.000000 Penalty: 781.221558 Iteration 47Q: 3 clusters Score -157504 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -157522.671875 Penalty: 781.221558 Iteration 48Q: 3 clusters Score -157522.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -157537.187500 Penalty: 781.221558 Iteration 49Q: 3 clusters Score -157537.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -157550.953125 Penalty: 781.221558 Iteration 50Q: 3 clusters Score -157551 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -157560.843750 Penalty: 781.221558 Iteration 51Q: 3 clusters Score -157560.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -157566.406250 Penalty: 781.221558 Iteration 52Q: 3 clusters Score -157566.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -157569.218750 Penalty: 781.221558 Iteration 53Q: 3 clusters Score -157569.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -157572.265625 Penalty: 781.221558 Iteration 54Q: 3 clusters Score -157572.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -157574.078125 Penalty: 781.221558 Iteration 55Q: 3 clusters Score -157574.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -157575.812500 Penalty: 781.221558 Iteration 56Q: 3 clusters Score -157575.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -157577.546875 Penalty: 781.221558 Iteration 57Q: 3 clusters Score -157577.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -157578.500000 Penalty: 781.221558 Iteration 58Q: 3 clusters Score -157578.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -157580.562500 Penalty: 781.221558 Iteration 59Q: 3 clusters Score -157580.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -157584.671875 Penalty: 781.221558 Iteration 60F: 3 clusters Score -157584.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -157588.500000 Penalty: 781.221558 Iteration 61Q: 3 clusters Score -157588.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -157592.062500 Penalty: 781.221558 Iteration 62Q: 3 clusters Score -157592.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -157594.671875 Penalty: 781.221558 Iteration 63Q: 3 clusters Score -157594.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -157596.000000 Penalty: 781.221558 Iteration 64Q: 3 clusters Score -157596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -157596.734375 Penalty: 781.221558 Iteration 65Q: 3 clusters Score -157596.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -157597.781250 Penalty: 781.221558 Iteration 66Q: 3 clusters Score -157597.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -157598.718750 Penalty: 781.221558 Iteration 67Q: 3 clusters Score -157598.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -157600.843750 Penalty: 781.221558 Iteration 68Q: 3 clusters Score -157600.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -157602.843750 Penalty: 781.221558 Iteration 69Q: 3 clusters Score -157602.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -157604.593750 Penalty: 781.221558 Iteration 70Q: 3 clusters Score -157604.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -157608.109375 Penalty: 781.221558 Iteration 71Q: 3 clusters Score -157608.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -157612.765625 Penalty: 781.221558 Iteration 72Q: 3 clusters Score -157612.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -157626.890625 Penalty: 781.221558 Iteration 73Q: 3 clusters Score -157626.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -157638.328125 Penalty: 781.221558 Iteration 74Q: 3 clusters Score -157638.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -157649.359375 Penalty: 781.221558 Iteration 75Q: 3 clusters Score -157649.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -157656.390625 Penalty: 781.221558 Iteration 76Q: 3 clusters Score -157656.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -157662.171875 Penalty: 781.221558 Iteration 77Q: 3 clusters Score -157662.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -157666.593750 Penalty: 781.221558 Iteration 78Q: 3 clusters Score -157666.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -157668.875000 Penalty: 781.221558 Iteration 79Q: 3 clusters Score -157668.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -157670.500000 Penalty: 781.221558 Iteration 80F: 3 clusters Score -157670.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -157671.156250 Penalty: 781.221558 Iteration 81Q: 3 clusters Score -157671.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -157672.078125 Penalty: 781.221558 Iteration 82Q: 3 clusters Score -157672.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -157674.171875 Penalty: 781.221558 Iteration 83Q: 3 clusters Score -157674.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -157675.421875 Penalty: 781.221558 Iteration 84Q: 3 clusters Score -157675.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -157675.843750 Penalty: 781.221558 Iteration 85Q: 3 clusters Score -157675.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -157676.218750 Penalty: 781.221558 Iteration 86Q: 3 clusters Score -157676.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -157676.093750 Penalty: 781.221558 Iteration 87Q: 3 clusters Score -157676.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -157676.093750 Penalty: 781.221558 Iteration 88F: 3 clusters Score -157676.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Entering Unmasked Estep Score: -26224.244141 Penalty: 315.955963 Iteration 0F: 2 clusters Score -26224.24 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 546 members Entering Unmasked Estep Score: -25404.845703 Penalty: 631.911926 Iteration 0F: 3 clusters Score -25404.85 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -25660.804688 Penalty: 631.911926 Iteration 1F: 3 clusters Score -25660.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -25724.011719 Penalty: 631.911926 Iteration 2F: 3 clusters Score -25724.01 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -25802.214844 Penalty: 631.911926 Iteration 3F: 3 clusters Score -25802.21 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -25873.431641 Penalty: 631.911926 Iteration 4Q: 3 clusters Score -25873.43 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -25911.099609 Penalty: 631.911926 Iteration 5Q: 3 clusters Score -25911.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -25929.773438 Penalty: 631.911926 Iteration 6Q: 3 clusters Score -25929.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -25946.826172 Penalty: 631.911926 Iteration 7Q: 3 clusters Score -25946.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -25960.408203 Penalty: 631.911926 Iteration 8Q: 3 clusters Score -25960.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -25974.607422 Penalty: 631.911926 Iteration 9Q: 3 clusters Score -25974.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -26002.421875 Penalty: 631.911926 Iteration 10Q: 3 clusters Score -26002.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -26024.630859 Penalty: 631.911926 Iteration 11Q: 3 clusters Score -26024.63 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -26039.310547 Penalty: 631.911926 Iteration 12Q: 3 clusters Score -26039.31 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -26066.121094 Penalty: 631.911926 Iteration 13Q: 3 clusters Score -26066.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -26098.277344 Penalty: 631.911926 Iteration 14Q: 3 clusters Score -26098.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -26137.931641 Penalty: 631.911926 Iteration 15Q: 3 clusters Score -26137.93 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -26169.095703 Penalty: 631.911926 Iteration 16Q: 3 clusters Score -26169.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -26210.164062 Penalty: 631.911926 Iteration 17Q: 3 clusters Score -26210.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -26239.998047 Penalty: 631.911926 Iteration 18Q: 3 clusters Score -26240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -26251.468750 Penalty: 631.911926 Iteration 19Q: 3 clusters Score -26251.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -26259.589844 Penalty: 631.911926 Iteration 20F: 3 clusters Score -26259.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -26266.541016 Penalty: 631.911926 Iteration 21Q: 3 clusters Score -26266.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -26270.070312 Penalty: 631.911926 Iteration 22Q: 3 clusters Score -26270.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -26274.162109 Penalty: 631.911926 Iteration 23Q: 3 clusters Score -26274.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -26276.595703 Penalty: 631.911926 Iteration 24Q: 3 clusters Score -26276.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -26278.898438 Penalty: 631.911926 Iteration 25Q: 3 clusters Score -26278.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -26280.496094 Penalty: 631.911926 Iteration 26Q: 3 clusters Score -26280.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -26281.587891 Penalty: 631.911926 Iteration 27Q: 3 clusters Score -26281.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -26282.064453 Penalty: 631.911926 Iteration 28Q: 3 clusters Score -26282.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -26282.416016 Penalty: 631.911926 Iteration 29Q: 3 clusters Score -26282.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -26282.416016 Penalty: 631.911926 Iteration 30F: 3 clusters Score -26282.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 33253 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 516 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8072 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 2842 members Mstep: Class 14 contains 1364 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6628 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 521 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep Score: -3032128.500000 Penalty: 10464.873047 Splitting cluster 18 changes total score from -3031664.000000 to -3032128.500000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 19 (4734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Entering Unmasked Estep Score: -149367.109375 Penalty: 385.044891 Iteration 0F: 2 clusters Score -149367.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -146060.578125 Penalty: 770.089783 Iteration 0F: 3 clusters Score -146060.6 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -147308.203125 Penalty: 770.089783 Iteration 1F: 3 clusters Score -147308.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -147434.062500 Penalty: 770.089783 Iteration 2F: 3 clusters Score -147434.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -147533.437500 Penalty: 770.089783 Iteration 3F: 3 clusters Score -147533.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -147616.859375 Penalty: 770.089783 Iteration 4Q: 3 clusters Score -147616.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -147679.296875 Penalty: 770.089783 Iteration 5Q: 3 clusters Score -147679.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -147752.546875 Penalty: 770.089783 Iteration 6Q: 3 clusters Score -147752.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -147832.328125 Penalty: 770.089783 Iteration 7Q: 3 clusters Score -147832.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -147935.500000 Penalty: 770.089783 Iteration 8Q: 3 clusters Score -147935.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -148026.328125 Penalty: 770.089783 Iteration 9Q: 3 clusters Score -148026.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -148155.421875 Penalty: 770.089783 Iteration 10Q: 3 clusters Score -148155.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -148280.062500 Penalty: 770.089783 Iteration 11Q: 3 clusters Score -148280.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -148389.140625 Penalty: 770.089783 Iteration 12Q: 3 clusters Score -148389.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -148479.515625 Penalty: 770.089783 Iteration 13Q: 3 clusters Score -148479.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -148547.484375 Penalty: 770.089783 Iteration 14Q: 3 clusters Score -148547.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -148604.781250 Penalty: 770.089783 Iteration 15Q: 3 clusters Score -148604.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -148668.734375 Penalty: 770.089783 Iteration 16Q: 3 clusters Score -148668.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -148733.828125 Penalty: 770.089783 Iteration 17Q: 3 clusters Score -148733.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -148787.562500 Penalty: 770.089783 Iteration 18Q: 3 clusters Score -148787.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -148836.500000 Penalty: 770.089783 Iteration 19Q: 3 clusters Score -148836.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -148877.000000 Penalty: 770.089783 Iteration 20F: 3 clusters Score -148877 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -148920.390625 Penalty: 770.089783 Iteration 21Q: 3 clusters Score -148920.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -148950.625000 Penalty: 770.089783 Iteration 22Q: 3 clusters Score -148950.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -148976.468750 Penalty: 770.089783 Iteration 23Q: 3 clusters Score -148976.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -148996.875000 Penalty: 770.089783 Iteration 24Q: 3 clusters Score -148996.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -149008.875000 Penalty: 770.089783 Iteration 25Q: 3 clusters Score -149008.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -149019.078125 Penalty: 770.089783 Iteration 26Q: 3 clusters Score -149019.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -149024.156250 Penalty: 770.089783 Iteration 27Q: 3 clusters Score -149024.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -149030.156250 Penalty: 770.089783 Iteration 28Q: 3 clusters Score -149030.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -149035.968750 Penalty: 770.089783 Iteration 29Q: 3 clusters Score -149036 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -149040.875000 Penalty: 770.089783 Iteration 30Q: 3 clusters Score -149040.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -149045.437500 Penalty: 770.089783 Iteration 31Q: 3 clusters Score -149045.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -149048.125000 Penalty: 770.089783 Iteration 32Q: 3 clusters Score -149048.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -149049.328125 Penalty: 770.089783 Iteration 33Q: 3 clusters Score -149049.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -149049.921875 Penalty: 770.089783 Iteration 34Q: 3 clusters Score -149049.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -149050.421875 Penalty: 770.089783 Iteration 35Q: 3 clusters Score -149050.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -149051.218750 Penalty: 770.089783 Iteration 36Q: 3 clusters Score -149051.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -149054.968750 Penalty: 770.089783 Iteration 37Q: 3 clusters Score -149055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -149058.890625 Penalty: 770.089783 Iteration 38Q: 3 clusters Score -149058.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -149063.875000 Penalty: 770.089783 Iteration 39Q: 3 clusters Score -149063.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -149064.781250 Penalty: 770.089783 Iteration 40F: 3 clusters Score -149064.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -149065.390625 Penalty: 770.089783 Iteration 41Q: 3 clusters Score -149065.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -149065.421875 Penalty: 770.089783 Iteration 42Q: 3 clusters Score -149065.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -149065.937500 Penalty: 770.089783 Iteration 43Q: 3 clusters Score -149065.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -149066.109375 Penalty: 770.089783 Iteration 44Q: 3 clusters Score -149066.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -149067.546875 Penalty: 770.089783 Iteration 45Q: 3 clusters Score -149067.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -149068.437500 Penalty: 770.089783 Iteration 46Q: 3 clusters Score -149068.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -149068.437500 Penalty: 770.089783 Iteration 47F: 3 clusters Score -149068.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16735 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Entering Unmasked Estep Score: -550240.375000 Penalty: 442.499237 Iteration 0F: 2 clusters Score -550240.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -539045.500000 Penalty: 884.998474 Iteration 0F: 3 clusters Score -539045.5 nChanged 7936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -544134.562500 Penalty: 884.998474 Iteration 1F: 3 clusters Score -544134.6 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -544789.187500 Penalty: 884.998474 Iteration 2F: 3 clusters Score -544789.2 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -545577.375000 Penalty: 884.998474 Iteration 3F: 3 clusters Score -545577.4 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -546298.000000 Penalty: 884.998474 Iteration 4F: 3 clusters Score -546298 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -546782.562500 Penalty: 884.998474 Iteration 5F: 3 clusters Score -546782.6 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -547061.250000 Penalty: 884.998474 Iteration 6Q: 3 clusters Score -547061.2 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -547178.687500 Penalty: 884.998474 Iteration 7Q: 3 clusters Score -547178.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -547242.875000 Penalty: 884.998474 Iteration 8Q: 3 clusters Score -547242.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -547281.500000 Penalty: 884.998474 Iteration 9Q: 3 clusters Score -547281.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -547311.312500 Penalty: 884.998474 Iteration 10Q: 3 clusters Score -547311.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -547333.437500 Penalty: 884.998474 Iteration 11Q: 3 clusters Score -547333.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -547352.812500 Penalty: 884.998474 Iteration 12Q: 3 clusters Score -547352.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -547369.250000 Penalty: 884.998474 Iteration 13Q: 3 clusters Score -547369.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -547389.937500 Penalty: 884.998474 Iteration 14Q: 3 clusters Score -547389.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -547407.812500 Penalty: 884.998474 Iteration 15Q: 3 clusters Score -547407.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -547421.000000 Penalty: 884.998474 Iteration 16Q: 3 clusters Score -547421 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -547432.812500 Penalty: 884.998474 Iteration 17Q: 3 clusters Score -547432.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -547446.625000 Penalty: 884.998474 Iteration 18Q: 3 clusters Score -547446.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -547460.375000 Penalty: 884.998474 Iteration 19Q: 3 clusters Score -547460.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -547468.875000 Penalty: 884.998474 Iteration 20F: 3 clusters Score -547468.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -547478.187500 Penalty: 884.998474 Iteration 21Q: 3 clusters Score -547478.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -547484.437500 Penalty: 884.998474 Iteration 22Q: 3 clusters Score -547484.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -547494.187500 Penalty: 884.998474 Iteration 23Q: 3 clusters Score -547494.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -547502.062500 Penalty: 884.998474 Iteration 24Q: 3 clusters Score -547502.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -547507.875000 Penalty: 884.998474 Iteration 25Q: 3 clusters Score -547507.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -547514.125000 Penalty: 884.998474 Iteration 26Q: 3 clusters Score -547514.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -547521.750000 Penalty: 884.998474 Iteration 27Q: 3 clusters Score -547521.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -547531.812500 Penalty: 884.998474 Iteration 28Q: 3 clusters Score -547531.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -547540.125000 Penalty: 884.998474 Iteration 29Q: 3 clusters Score -547540.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -547549.187500 Penalty: 884.998474 Iteration 30Q: 3 clusters Score -547549.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -547552.625000 Penalty: 884.998474 Iteration 31Q: 3 clusters Score -547552.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -547559.875000 Penalty: 884.998474 Iteration 32Q: 3 clusters Score -547559.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -547566.375000 Penalty: 884.998474 Iteration 33Q: 3 clusters Score -547566.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -547568.312500 Penalty: 884.998474 Iteration 34Q: 3 clusters Score -547568.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -547574.437500 Penalty: 884.998474 Iteration 35Q: 3 clusters Score -547574.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -547581.437500 Penalty: 884.998474 Iteration 36Q: 3 clusters Score -547581.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -547591.000000 Penalty: 884.998474 Iteration 37Q: 3 clusters Score -547591 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -547597.687500 Penalty: 884.998474 Iteration 38Q: 3 clusters Score -547597.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -547609.937500 Penalty: 884.998474 Iteration 39Q: 3 clusters Score -547609.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -547625.187500 Penalty: 884.998474 Iteration 40F: 3 clusters Score -547625.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -547644.937500 Penalty: 884.998474 Iteration 41Q: 3 clusters Score -547644.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -547669.375000 Penalty: 884.998474 Iteration 42Q: 3 clusters Score -547669.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -547706.500000 Penalty: 884.998474 Iteration 43Q: 3 clusters Score -547706.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -547746.250000 Penalty: 884.998474 Iteration 44Q: 3 clusters Score -547746.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -547784.500000 Penalty: 884.998474 Iteration 45Q: 3 clusters Score -547784.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -547825.187500 Penalty: 884.998474 Iteration 46Q: 3 clusters Score -547825.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -547867.500000 Penalty: 884.998474 Iteration 47Q: 3 clusters Score -547867.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -547905.812500 Penalty: 884.998474 Iteration 48Q: 3 clusters Score -547905.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -547940.250000 Penalty: 884.998474 Iteration 49Q: 3 clusters Score -547940.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -547976.062500 Penalty: 884.998474 Iteration 50Q: 3 clusters Score -547976.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -548027.375000 Penalty: 884.998474 Iteration 51Q: 3 clusters Score -548027.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -548086.437500 Penalty: 884.998474 Iteration 52Q: 3 clusters Score -548086.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -548158.750000 Penalty: 884.998474 Iteration 53Q: 3 clusters Score -548158.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -548241.875000 Penalty: 884.998474 Iteration 54Q: 3 clusters Score -548241.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -548334.187500 Penalty: 884.998474 Iteration 55Q: 3 clusters Score -548334.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -548423.500000 Penalty: 884.998474 Iteration 56Q: 3 clusters Score -548423.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13321 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -548507.562500 Penalty: 884.998474 Iteration 57Q: 3 clusters Score -548507.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13559 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -548598.250000 Penalty: 884.998474 Iteration 58Q: 3 clusters Score -548598.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -548700.937500 Penalty: 884.998474 Iteration 59Q: 3 clusters Score -548700.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -548799.625000 Penalty: 884.998474 Iteration 60F: 3 clusters Score -548799.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -548886.125000 Penalty: 884.998474 Iteration 61Q: 3 clusters Score -548886.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -548970.062500 Penalty: 884.998474 Iteration 62Q: 3 clusters Score -548970.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14667 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -549042.312500 Penalty: 884.998474 Iteration 63Q: 3 clusters Score -549042.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14844 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -549113.312500 Penalty: 884.998474 Iteration 64Q: 3 clusters Score -549113.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -549180.187500 Penalty: 884.998474 Iteration 65Q: 3 clusters Score -549180.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -549262.750000 Penalty: 884.998474 Iteration 66Q: 3 clusters Score -549262.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -549342.312500 Penalty: 884.998474 Iteration 67Q: 3 clusters Score -549342.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15416 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -549419.500000 Penalty: 884.998474 Iteration 68Q: 3 clusters Score -549419.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -549475.562500 Penalty: 884.998474 Iteration 69Q: 3 clusters Score -549475.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -549505.750000 Penalty: 884.998474 Iteration 70Q: 3 clusters Score -549505.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -549534.625000 Penalty: 884.998474 Iteration 71Q: 3 clusters Score -549534.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -549564.812500 Penalty: 884.998474 Iteration 72Q: 3 clusters Score -549564.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15822 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -549589.000000 Penalty: 884.998474 Iteration 73Q: 3 clusters Score -549589 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15883 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -549618.187500 Penalty: 884.998474 Iteration 74Q: 3 clusters Score -549618.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -549645.125000 Penalty: 884.998474 Iteration 75Q: 3 clusters Score -549645.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -549667.562500 Penalty: 884.998474 Iteration 76Q: 3 clusters Score -549667.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -549689.250000 Penalty: 884.998474 Iteration 77Q: 3 clusters Score -549689.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16101 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -549715.937500 Penalty: 884.998474 Iteration 78Q: 3 clusters Score -549715.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -549746.875000 Penalty: 884.998474 Iteration 79Q: 3 clusters Score -549746.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -549771.875000 Penalty: 884.998474 Iteration 80F: 3 clusters Score -549771.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16242 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -549792.437500 Penalty: 884.998474 Iteration 81Q: 3 clusters Score -549792.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -549805.125000 Penalty: 884.998474 Iteration 82Q: 3 clusters Score -549805.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -549819.437500 Penalty: 884.998474 Iteration 83Q: 3 clusters Score -549819.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16338 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -549833.625000 Penalty: 884.998474 Iteration 84Q: 3 clusters Score -549833.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -549846.437500 Penalty: 884.998474 Iteration 85Q: 3 clusters Score -549846.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -549858.687500 Penalty: 884.998474 Iteration 86Q: 3 clusters Score -549858.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16418 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -549871.875000 Penalty: 884.998474 Iteration 87Q: 3 clusters Score -549871.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -549887.375000 Penalty: 884.998474 Iteration 88Q: 3 clusters Score -549887.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -549901.875000 Penalty: 884.998474 Iteration 89Q: 3 clusters Score -549901.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16478 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -549908.375000 Penalty: 884.998474 Iteration 90Q: 3 clusters Score -549908.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16492 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -549915.125000 Penalty: 884.998474 Iteration 91Q: 3 clusters Score -549915.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16501 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -549920.562500 Penalty: 884.998474 Iteration 92Q: 3 clusters Score -549920.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -549923.937500 Penalty: 884.998474 Iteration 93Q: 3 clusters Score -549923.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549927.375000 Penalty: 884.998474 Iteration 94Q: 3 clusters Score -549927.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16522 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -549931.000000 Penalty: 884.998474 Iteration 95Q: 3 clusters Score -549931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16523 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -549932.187500 Penalty: 884.998474 Iteration 96Q: 3 clusters Score -549932.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549933.125000 Penalty: 884.998474 Iteration 97Q: 3 clusters Score -549933.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549935.437500 Penalty: 884.998474 Iteration 98Q: 3 clusters Score -549935.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549935.500000 Penalty: 884.998474 Iteration 99Q: 3 clusters Score -549935.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16522 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -549943.812500 Penalty: 884.998474 Iteration 100F: 3 clusters Score -549943.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549954.000000 Penalty: 884.998474 Iteration 101Q: 3 clusters Score -549954 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16519 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -549963.375000 Penalty: 884.998474 Iteration 102Q: 3 clusters Score -549963.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16521 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -549973.750000 Penalty: 884.998474 Iteration 103Q: 3 clusters Score -549973.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -549981.687500 Penalty: 884.998474 Iteration 104Q: 3 clusters Score -549981.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -549987.687500 Penalty: 884.998474 Iteration 105Q: 3 clusters Score -549987.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16535 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -549989.500000 Penalty: 884.998474 Iteration 106Q: 3 clusters Score -549989.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16538 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -549992.125000 Penalty: 884.998474 Iteration 107Q: 3 clusters Score -549992.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16542 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -549994.250000 Penalty: 884.998474 Iteration 108Q: 3 clusters Score -549994.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -549995.375000 Penalty: 884.998474 Iteration 109Q: 3 clusters Score -549995.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -550005.062500 Penalty: 884.998474 Iteration 110Q: 3 clusters Score -550005.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -550012.937500 Penalty: 884.998474 Iteration 111Q: 3 clusters Score -550012.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -550017.500000 Penalty: 884.998474 Iteration 112Q: 3 clusters Score -550017.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -550020.750000 Penalty: 884.998474 Iteration 113Q: 3 clusters Score -550020.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -550023.000000 Penalty: 884.998474 Iteration 114Q: 3 clusters Score -550023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -550024.187500 Penalty: 884.998474 Iteration 115Q: 3 clusters Score -550024.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16566 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -550025.375000 Penalty: 884.998474 Iteration 116Q: 3 clusters Score -550025.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -550026.937500 Penalty: 884.998474 Iteration 117Q: 3 clusters Score -550026.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -550028.687500 Penalty: 884.998474 Iteration 118Q: 3 clusters Score -550028.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16570 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -550032.125000 Penalty: 884.998474 Iteration 119Q: 3 clusters Score -550032.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -550041.687500 Penalty: 884.998474 Iteration 120F: 3 clusters Score -550041.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -550048.187500 Penalty: 884.998474 Iteration 121Q: 3 clusters Score -550048.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -550054.000000 Penalty: 884.998474 Iteration 122Q: 3 clusters Score -550054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16561 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -550057.187500 Penalty: 884.998474 Iteration 123Q: 3 clusters Score -550057.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16561 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -550061.812500 Penalty: 884.998474 Iteration 124Q: 3 clusters Score -550061.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -550062.437500 Penalty: 884.998474 Iteration 125Q: 3 clusters Score -550062.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -550064.500000 Penalty: 884.998474 Iteration 126Q: 3 clusters Score -550064.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -550065.625000 Penalty: 884.998474 Iteration 127Q: 3 clusters Score -550065.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -550066.375000 Penalty: 884.998474 Iteration 128Q: 3 clusters Score -550066.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -550067.437500 Penalty: 884.998474 Iteration 129Q: 3 clusters Score -550067.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -550067.437500 Penalty: 884.998474 Iteration 130F: 3 clusters Score -550067.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 458 members Mstep: Class 4 contains 2504 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 755 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 8072 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 2842 members Mstep: Class 14 contains 1364 members Mstep: Class 15 contains 449 members Mstep: Class 16 contains 6628 members Mstep: Class 17 contains 5350 members Mstep: Class 18 contains 521 members Mstep: Class 19 contains 4734 members Mstep: Class 20 contains 16735 members Entering Unmasked Estep ConsiderDeletion Score: -3032555.750000 Penalty: 10464.873047 Iteration 119Q: 21 clusters Score -3032556 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 444 members Mstep: Class 3 contains 33351 members Mstep: Class 4 contains 2507 members Mstep: Class 5 contains 478 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 221 members Mstep: Class 8 contains 771 members Mstep: Class 9 contains 2068 members Mstep: Class 10 contains 8025 members Mstep: Class 11 contains 802 members Mstep: Class 12 contains 7900 members Mstep: Class 13 contains 2975 members Mstep: Class 14 contains 1310 members Mstep: Class 15 contains 461 members Mstep: Class 16 contains 6593 members Mstep: Class 17 contains 5333 members Mstep: Class 18 contains 564 members Mstep: Class 19 contains 4697 members Mstep: Class 20 contains 16734 members Entering Unmasked Estep ConsiderDeletion Score: -3032811.250000 Penalty: 10464.873047 Iteration 120F: 21 clusters Score -3032811 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 427 members Mstep: Class 3 contains 33456 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 482 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 215 members Mstep: Class 8 contains 787 members Mstep: Class 9 contains 2043 members Mstep: Class 10 contains 7978 members Mstep: Class 11 contains 782 members Mstep: Class 12 contains 7897 members Mstep: Class 13 contains 3077 members Mstep: Class 14 contains 1260 members Mstep: Class 15 contains 462 members Mstep: Class 16 contains 6554 members Mstep: Class 17 contains 5308 members Mstep: Class 18 contains 599 members Mstep: Class 19 contains 4673 members Mstep: Class 20 contains 16730 members Entering Unmasked Estep ConsiderDeletion Score: -3032937.000000 Penalty: 10464.873047 Iteration 121Q: 21 clusters Score -3032937 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 418 members Mstep: Class 3 contains 33537 members Mstep: Class 4 contains 2506 members Mstep: Class 5 contains 482 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 212 members Mstep: Class 8 contains 798 members Mstep: Class 9 contains 2027 members Mstep: Class 10 contains 7930 members Mstep: Class 11 contains 774 members Mstep: Class 12 contains 7899 members Mstep: Class 13 contains 3151 members Mstep: Class 14 contains 1227 members Mstep: Class 15 contains 469 members Mstep: Class 16 contains 6514 members Mstep: Class 17 contains 5283 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 4655 members Mstep: Class 20 contains 16727 members Entering Unmasked Estep ConsiderDeletion Score: -3033005.500000 Penalty: 10464.873047 Iteration 122Q: 21 clusters Score -3033006 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 33592 members Mstep: Class 4 contains 2508 members Mstep: Class 5 contains 483 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 209 members Mstep: Class 8 contains 807 members Mstep: Class 9 contains 2012 members Mstep: Class 10 contains 7886 members Mstep: Class 11 contains 757 members Mstep: Class 12 contains 7901 members Mstep: Class 13 contains 3225 members Mstep: Class 14 contains 1206 members Mstep: Class 15 contains 470 members Mstep: Class 16 contains 6488 members Mstep: Class 17 contains 5271 members Mstep: Class 18 contains 642 members Mstep: Class 19 contains 4644 members Mstep: Class 20 contains 16723 members Entering Unmasked Estep ConsiderDeletion Score: -3033061.000000 Penalty: 10464.873047 Iteration 123Q: 21 clusters Score -3033061 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 407 members Mstep: Class 3 contains 33636 members Mstep: Class 4 contains 2509 members Mstep: Class 5 contains 483 members Mstep: Class 6 contains 3317 members Mstep: Class 7 contains 207 members Mstep: Class 8 contains 813 members Mstep: Class 9 contains 1997 members Mstep: Class 10 contains 7853 members Mstep: Class 11 contains 752 members Mstep: Class 12 contains 7901 members Mstep: Class 13 contains 3288 members Mstep: Class 14 contains 1189 members Mstep: Class 15 contains 469 members Mstep: Class 16 contains 6461 members Mstep: Class 17 contains 5248 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 4633 members Mstep: Class 20 contains 16720 members Entering Unmasked Estep ConsiderDeletion Score: -3033088.250000 Penalty: 10464.873047 Iteration 124Q: 21 clusters Score -3033088 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 408 members Mstep: Class 3 contains 33642 members Mstep: Class 4 contains 2507 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 204 members Mstep: Class 8 contains 817 members Mstep: Class 9 contains 1986 members Mstep: Class 10 contains 7820 members Mstep: Class 11 contains 748 members Mstep: Class 12 contains 7901 members Mstep: Class 13 contains 3367 members Mstep: Class 14 contains 1176 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 6441 members Mstep: Class 17 contains 5230 members Mstep: Class 18 contains 688 members Mstep: Class 19 contains 4624 members Mstep: Class 20 contains 16721 members Entering Unmasked Estep ConsiderDeletion Score: -3033123.500000 Penalty: 10464.873047 Iteration 125Q: 21 clusters Score -3033124 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 407 members Mstep: Class 3 contains 33663 members Mstep: Class 4 contains 2511 members Mstep: Class 5 contains 480 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 202 members Mstep: Class 8 contains 825 members Mstep: Class 9 contains 1978 members Mstep: Class 10 contains 7791 members Mstep: Class 11 contains 745 members Mstep: Class 12 contains 7901 members Mstep: Class 13 contains 3437 members Mstep: Class 14 contains 1153 members Mstep: Class 15 contains 471 members Mstep: Class 16 contains 6412 members Mstep: Class 17 contains 5218 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 4616 members Mstep: Class 20 contains 16717 members Entering Unmasked Estep ConsiderDeletion Score: -3033168.250000 Penalty: 10464.873047 Iteration 126Q: 21 clusters Score -3033168 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 407 members Mstep: Class 3 contains 33672 members Mstep: Class 4 contains 2511 members Mstep: Class 5 contains 480 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 834 members Mstep: Class 9 contains 1978 members Mstep: Class 10 contains 7762 members Mstep: Class 11 contains 741 members Mstep: Class 12 contains 7904 members Mstep: Class 13 contains 3512 members Mstep: Class 14 contains 1130 members Mstep: Class 15 contains 470 members Mstep: Class 16 contains 6383 members Mstep: Class 17 contains 5204 members Mstep: Class 18 contains 731 members Mstep: Class 19 contains 4600 members Mstep: Class 20 contains 16716 members Entering Unmasked Estep ConsiderDeletion Score: -3033197.750000 Penalty: 10464.873047 Iteration 127Q: 21 clusters Score -3033198 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 406 members Mstep: Class 3 contains 33702 members Mstep: Class 4 contains 2509 members Mstep: Class 5 contains 481 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 836 members Mstep: Class 9 contains 1975 members Mstep: Class 10 contains 7736 members Mstep: Class 11 contains 739 members Mstep: Class 12 contains 7905 members Mstep: Class 13 contains 3575 members Mstep: Class 14 contains 1106 members Mstep: Class 15 contains 472 members Mstep: Class 16 contains 6350 members Mstep: Class 17 contains 5186 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 4592 members Mstep: Class 20 contains 16716 members Entering Unmasked Estep ConsiderDeletion Score: -3033236.250000 Penalty: 10464.873047 Iteration 128Q: 21 clusters Score -3033236 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 404 members Mstep: Class 3 contains 33746 members Mstep: Class 4 contains 2508 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 838 members Mstep: Class 9 contains 1973 members Mstep: Class 10 contains 7711 members Mstep: Class 11 contains 732 members Mstep: Class 12 contains 7905 members Mstep: Class 13 contains 3628 members Mstep: Class 14 contains 1089 members Mstep: Class 15 contains 475 members Mstep: Class 16 contains 6309 members Mstep: Class 17 contains 5173 members Mstep: Class 18 contains 768 members Mstep: Class 19 contains 4577 members Mstep: Class 20 contains 16715 members Entering Unmasked Estep ConsiderDeletion Score: -3033245.000000 Penalty: 10464.873047 Iteration 129Q: 21 clusters Score -3033245 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 33796 members Mstep: Class 4 contains 2507 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 836 members Mstep: Class 9 contains 1970 members Mstep: Class 10 contains 7687 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 7904 members Mstep: Class 13 contains 3670 members Mstep: Class 14 contains 1078 members Mstep: Class 15 contains 478 members Mstep: Class 16 contains 6267 members Mstep: Class 17 contains 5159 members Mstep: Class 18 contains 782 members Mstep: Class 19 contains 4568 members Mstep: Class 20 contains 16715 members Entering Unmasked Estep ConsiderDeletion Score: -3033268.250000 Penalty: 10464.873047 Iteration 130Q: 21 clusters Score -3033268 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 33838 members Mstep: Class 4 contains 2508 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 839 members Mstep: Class 9 contains 1969 members Mstep: Class 10 contains 7657 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 7904 members Mstep: Class 13 contains 3701 members Mstep: Class 14 contains 1074 members Mstep: Class 15 contains 480 members Mstep: Class 16 contains 6232 members Mstep: Class 17 contains 5141 members Mstep: Class 18 contains 797 members Mstep: Class 19 contains 4563 members Mstep: Class 20 contains 16714 members Entering Unmasked Estep ConsiderDeletion Score: -3033288.500000 Penalty: 10464.873047 Iteration 131Q: 21 clusters Score -3033288 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 405 members Mstep: Class 3 contains 33890 members Mstep: Class 4 contains 2508 members Mstep: Class 5 contains 485 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 845 members Mstep: Class 9 contains 1966 members Mstep: Class 10 contains 7626 members Mstep: Class 11 contains 733 members Mstep: Class 12 contains 7904 members Mstep: Class 13 contains 3720 members Mstep: Class 14 contains 1066 members Mstep: Class 15 contains 482 members Mstep: Class 16 contains 6194 members Mstep: Class 17 contains 5128 members Mstep: Class 18 contains 812 members Mstep: Class 19 contains 4559 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033298.000000 Penalty: 10464.873047 Iteration 132Q: 21 clusters Score -3033298 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 406 members Mstep: Class 3 contains 33920 members Mstep: Class 4 contains 2508 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 848 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 7604 members Mstep: Class 11 contains 734 members Mstep: Class 12 contains 7904 members Mstep: Class 13 contains 3738 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 484 members Mstep: Class 16 contains 6166 members Mstep: Class 17 contains 5122 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 4553 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033318.250000 Penalty: 10464.873047 Iteration 133Q: 21 clusters Score -3033318 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 33955 members Mstep: Class 4 contains 2507 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 848 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 729 members Mstep: Class 12 contains 7906 members Mstep: Class 13 contains 3757 members Mstep: Class 14 contains 1053 members Mstep: Class 15 contains 485 members Mstep: Class 16 contains 6157 members Mstep: Class 17 contains 5099 members Mstep: Class 18 contains 843 members Mstep: Class 19 contains 4549 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033343.750000 Penalty: 10464.873047 Iteration 134Q: 21 clusters Score -3033344 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 396 members Mstep: Class 3 contains 33990 members Mstep: Class 4 contains 2506 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1961 members Mstep: Class 10 contains 7559 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 7907 members Mstep: Class 13 contains 3769 members Mstep: Class 14 contains 1047 members Mstep: Class 15 contains 487 members Mstep: Class 16 contains 6141 members Mstep: Class 17 contains 5083 members Mstep: Class 18 contains 858 members Mstep: Class 19 contains 4548 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033338.000000 Penalty: 10464.873047 Iteration 135Q: 21 clusters Score -3033338 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 387 members Mstep: Class 3 contains 34020 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 7532 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 7909 members Mstep: Class 13 contains 3785 members Mstep: Class 14 contains 1046 members Mstep: Class 15 contains 489 members Mstep: Class 16 contains 6118 members Mstep: Class 17 contains 5062 members Mstep: Class 18 contains 877 members Mstep: Class 19 contains 4551 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033352.750000 Penalty: 10464.873047 Iteration 136Q: 21 clusters Score -3033353 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 34050 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1966 members Mstep: Class 10 contains 7510 members Mstep: Class 11 contains 730 members Mstep: Class 12 contains 7911 members Mstep: Class 13 contains 3802 members Mstep: Class 14 contains 1044 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 6096 members Mstep: Class 17 contains 5046 members Mstep: Class 18 contains 895 members Mstep: Class 19 contains 4547 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033360.750000 Penalty: 10464.873047 Iteration 137Q: 21 clusters Score -3033361 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 34082 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 495 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1967 members Mstep: Class 10 contains 7493 members Mstep: Class 11 contains 732 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 3814 members Mstep: Class 14 contains 1039 members Mstep: Class 15 contains 495 members Mstep: Class 16 contains 6072 members Mstep: Class 17 contains 5029 members Mstep: Class 18 contains 914 members Mstep: Class 19 contains 4543 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033370.250000 Penalty: 10464.873047 Iteration 138Q: 21 clusters Score -3033370 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34109 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 496 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1970 members Mstep: Class 10 contains 7470 members Mstep: Class 11 contains 732 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 3826 members Mstep: Class 14 contains 1037 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 6052 members Mstep: Class 17 contains 5024 members Mstep: Class 18 contains 922 members Mstep: Class 19 contains 4543 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033382.750000 Penalty: 10464.873047 Iteration 139Q: 21 clusters Score -3033383 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34132 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 854 members Mstep: Class 9 contains 1974 members Mstep: Class 10 contains 7448 members Mstep: Class 11 contains 732 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 3833 members Mstep: Class 14 contains 1036 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 6037 members Mstep: Class 17 contains 5011 members Mstep: Class 18 contains 933 members Mstep: Class 19 contains 4547 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033392.000000 Penalty: 10464.873047 Iteration 140F: 21 clusters Score -3033392 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 34157 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 853 members Mstep: Class 9 contains 1976 members Mstep: Class 10 contains 7423 members Mstep: Class 11 contains 734 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 3837 members Mstep: Class 14 contains 1036 members Mstep: Class 15 contains 496 members Mstep: Class 16 contains 6022 members Mstep: Class 17 contains 5004 members Mstep: Class 18 contains 939 members Mstep: Class 19 contains 4553 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033393.250000 Penalty: 10464.873047 Iteration 141Q: 21 clusters Score -3033393 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 34170 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1978 members Mstep: Class 10 contains 7405 members Mstep: Class 11 contains 734 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 3845 members Mstep: Class 14 contains 1037 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 6008 members Mstep: Class 17 contains 4996 members Mstep: Class 18 contains 946 members Mstep: Class 19 contains 4560 members Mstep: Class 20 contains 16712 members Entering Unmasked Estep ConsiderDeletion Score: -3033395.250000 Penalty: 10464.873047 Iteration 142Q: 21 clusters Score -3033395 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 34183 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 504 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1982 members Mstep: Class 10 contains 7390 members Mstep: Class 11 contains 736 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 3857 members Mstep: Class 14 contains 1036 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 5990 members Mstep: Class 17 contains 4989 members Mstep: Class 18 contains 950 members Mstep: Class 19 contains 4561 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033398.750000 Penalty: 10464.873047 Iteration 143Q: 21 clusters Score -3033399 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 34208 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1984 members Mstep: Class 10 contains 7375 members Mstep: Class 11 contains 738 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 3866 members Mstep: Class 14 contains 1032 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 5973 members Mstep: Class 17 contains 4981 members Mstep: Class 18 contains 955 members Mstep: Class 19 contains 4564 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033415.000000 Penalty: 10464.873047 Iteration 144Q: 21 clusters Score -3033415 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 34233 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 1985 members Mstep: Class 10 contains 7366 members Mstep: Class 11 contains 740 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 3873 members Mstep: Class 14 contains 1031 members Mstep: Class 15 contains 496 members Mstep: Class 16 contains 5955 members Mstep: Class 17 contains 4977 members Mstep: Class 18 contains 958 members Mstep: Class 19 contains 4558 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033421.500000 Penalty: 10464.873047 Iteration 145Q: 21 clusters Score -3033422 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 34246 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 854 members Mstep: Class 9 contains 1986 members Mstep: Class 10 contains 7357 members Mstep: Class 11 contains 740 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 3888 members Mstep: Class 14 contains 1029 members Mstep: Class 15 contains 496 members Mstep: Class 16 contains 5933 members Mstep: Class 17 contains 4979 members Mstep: Class 18 contains 959 members Mstep: Class 19 contains 4556 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033420.500000 Penalty: 10464.873047 Iteration 146Q: 21 clusters Score -3033420 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34255 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 507 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 855 members Mstep: Class 9 contains 1987 members Mstep: Class 10 contains 7350 members Mstep: Class 11 contains 738 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3901 members Mstep: Class 14 contains 1028 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5918 members Mstep: Class 17 contains 4978 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 4554 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033418.000000 Penalty: 10464.873047 Iteration 147Q: 21 clusters Score -3033418 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34268 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 7340 members Mstep: Class 11 contains 739 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3911 members Mstep: Class 14 contains 1026 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5903 members Mstep: Class 17 contains 4977 members Mstep: Class 18 contains 964 members Mstep: Class 19 contains 4551 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033417.500000 Penalty: 10464.873047 Iteration 148Q: 21 clusters Score -3033418 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34269 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 858 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 7336 members Mstep: Class 11 contains 740 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3925 members Mstep: Class 14 contains 1023 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5896 members Mstep: Class 17 contains 4975 members Mstep: Class 18 contains 969 members Mstep: Class 19 contains 4545 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033432.750000 Penalty: 10464.873047 Iteration 149Q: 21 clusters Score -3033433 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34268 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 7331 members Mstep: Class 11 contains 741 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3941 members Mstep: Class 14 contains 1020 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5890 members Mstep: Class 17 contains 4970 members Mstep: Class 18 contains 974 members Mstep: Class 19 contains 4542 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033442.250000 Penalty: 10464.873047 Iteration 150Q: 21 clusters Score -3033442 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34274 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 7325 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3951 members Mstep: Class 14 contains 1016 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5885 members Mstep: Class 17 contains 4962 members Mstep: Class 18 contains 982 members Mstep: Class 19 contains 4540 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033439.250000 Penalty: 10464.873047 Iteration 151Q: 21 clusters Score -3033439 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34275 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 7322 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3959 members Mstep: Class 14 contains 1012 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5882 members Mstep: Class 17 contains 4957 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033439.500000 Penalty: 10464.873047 Iteration 152Q: 21 clusters Score -3033440 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34276 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 510 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 7317 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3967 members Mstep: Class 14 contains 1009 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5880 members Mstep: Class 17 contains 4951 members Mstep: Class 18 contains 993 members Mstep: Class 19 contains 4540 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033448.500000 Penalty: 10464.873047 Iteration 153Q: 21 clusters Score -3033448 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34282 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7309 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3973 members Mstep: Class 14 contains 1008 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5874 members Mstep: Class 17 contains 4945 members Mstep: Class 18 contains 1000 members Mstep: Class 19 contains 4540 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033450.500000 Penalty: 10464.873047 Iteration 154Q: 21 clusters Score -3033450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 34283 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7302 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3983 members Mstep: Class 14 contains 1005 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5872 members Mstep: Class 17 contains 4945 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033451.250000 Penalty: 10464.873047 Iteration 155Q: 21 clusters Score -3033451 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34284 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 7296 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7915 members Mstep: Class 13 contains 3991 members Mstep: Class 14 contains 1002 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5871 members Mstep: Class 17 contains 4948 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4537 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033449.500000 Penalty: 10464.873047 Iteration 156Q: 21 clusters Score -3033450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34285 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1990 members Mstep: Class 10 contains 7291 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7914 members Mstep: Class 13 contains 4002 members Mstep: Class 14 contains 998 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 5870 members Mstep: Class 17 contains 4948 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033454.250000 Penalty: 10464.873047 Iteration 157Q: 21 clusters Score -3033454 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34283 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7286 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7913 members Mstep: Class 13 contains 4015 members Mstep: Class 14 contains 994 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5869 members Mstep: Class 17 contains 4948 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033460.250000 Penalty: 10464.873047 Iteration 158Q: 21 clusters Score -3033460 nChanged 21 Entering ConstructFrom: Score: -3033460.250000 Penalty: 10464.873047 Entering ConstructFrom: Trying to split cluster 1 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -4652.507812 Penalty: 226.754105 Iteration 0F: 2 clusters Score -4652.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4405.221680 Penalty: 453.508209 Iteration 0F: 3 clusters Score -4405.222 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4447.654785 Penalty: 453.508209 Iteration 1F: 3 clusters Score -4447.655 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4463.854492 Penalty: 453.508209 Iteration 2F: 3 clusters Score -4463.854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4470.949219 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -4470.949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4470.949219 Penalty: 453.508209 Iteration 4F: 3 clusters Score -4470.949 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -12184.199219 Penalty: 269.675140 Iteration 0F: 2 clusters Score -12184.2 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 177 members Entering Unmasked Estep Score: -11752.493164 Penalty: 539.350281 Iteration 0F: 3 clusters Score -11752.49 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11856.151367 Penalty: 539.350281 Iteration 1F: 3 clusters Score -11856.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11880.867188 Penalty: 539.350281 Iteration 2F: 3 clusters Score -11880.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11889.702148 Penalty: 539.350281 Iteration 3Q: 3 clusters Score -11889.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -11894.911133 Penalty: 539.350281 Iteration 4Q: 3 clusters Score -11894.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -11897.144531 Penalty: 539.350281 Iteration 5Q: 3 clusters Score -11897.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -11900.498047 Penalty: 539.350281 Iteration 6Q: 3 clusters Score -11900.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -11903.156250 Penalty: 539.350281 Iteration 7Q: 3 clusters Score -11903.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -11904.229492 Penalty: 539.350281 Iteration 8Q: 3 clusters Score -11904.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -11905.000977 Penalty: 539.350281 Iteration 9Q: 3 clusters Score -11905 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -11906.759766 Penalty: 539.350281 Iteration 10Q: 3 clusters Score -11906.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11907.014648 Penalty: 539.350281 Iteration 11Q: 3 clusters Score -11907.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -11908.378906 Penalty: 539.350281 Iteration 12Q: 3 clusters Score -11908.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -11909.263672 Penalty: 539.350281 Iteration 13Q: 3 clusters Score -11909.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11909.749023 Penalty: 539.350281 Iteration 14Q: 3 clusters Score -11909.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11909.749023 Penalty: 539.350281 Iteration 15F: 3 clusters Score -11909.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (34287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34287 members Entering Unmasked Estep Score: -1129181.500000 Penalty: 475.134705 Iteration 0F: 2 clusters Score -1129182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17078 members Mstep: Class 2 contains 17209 members Entering Unmasked Estep Score: -1106336.375000 Penalty: 950.269409 Iteration 0F: 3 clusters Score -1106336 nChanged 16443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 18048 members Entering Unmasked Estep Score: -1115839.250000 Penalty: 950.269409 Iteration 1F: 3 clusters Score -1115839 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15683 members Mstep: Class 2 contains 18604 members Entering Unmasked Estep Score: -1116292.125000 Penalty: 950.269409 Iteration 2Q: 3 clusters Score -1116292 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -1116862.000000 Penalty: 950.269409 Iteration 3Q: 3 clusters Score -1116862 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -1117618.750000 Penalty: 950.269409 Iteration 4Q: 3 clusters Score -1117619 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 22605 members Entering Unmasked Estep Score: -1118892.500000 Penalty: 950.269409 Iteration 5F: 3 clusters Score -1118892 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 24891 members Entering Unmasked Estep Score: -1120840.125000 Penalty: 950.269409 Iteration 6F: 3 clusters Score -1120840 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 27159 members Entering Unmasked Estep Score: -1123143.500000 Penalty: 950.269409 Iteration 7F: 3 clusters Score -1123144 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 28977 members Entering Unmasked Estep Score: -1125071.375000 Penalty: 950.269409 Iteration 8F: 3 clusters Score -1125071 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 30191 members Entering Unmasked Estep Score: -1126125.500000 Penalty: 950.269409 Iteration 9Q: 3 clusters Score -1126126 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 31097 members Entering Unmasked Estep Score: -1126772.000000 Penalty: 950.269409 Iteration 10Q: 3 clusters Score -1126772 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 31820 members Entering Unmasked Estep Score: -1127241.875000 Penalty: 950.269409 Iteration 11Q: 3 clusters Score -1127242 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 32411 members Entering Unmasked Estep Score: -1127640.875000 Penalty: 950.269409 Iteration 12Q: 3 clusters Score -1127641 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 32905 members Entering Unmasked Estep Score: -1127961.250000 Penalty: 950.269409 Iteration 13Q: 3 clusters Score -1127961 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 33272 members Entering Unmasked Estep Score: -1128190.250000 Penalty: 950.269409 Iteration 14Q: 3 clusters Score -1128190 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 33555 members Entering Unmasked Estep Score: -1128384.625000 Penalty: 950.269409 Iteration 15Q: 3 clusters Score -1128385 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 33772 members Entering Unmasked Estep Score: -1128534.000000 Penalty: 950.269409 Iteration 16Q: 3 clusters Score -1128534 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 33914 members Entering Unmasked Estep Score: -1128625.500000 Penalty: 950.269409 Iteration 17Q: 3 clusters Score -1128626 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 33991 members Entering Unmasked Estep Score: -1128670.625000 Penalty: 950.269409 Iteration 18Q: 3 clusters Score -1128671 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 34044 members Entering Unmasked Estep Score: -1128708.000000 Penalty: 950.269409 Iteration 19Q: 3 clusters Score -1128708 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -1128733.500000 Penalty: 950.269409 Iteration 20F: 3 clusters Score -1128734 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 34101 members Entering Unmasked Estep Score: -1128748.000000 Penalty: 950.269409 Iteration 21Q: 3 clusters Score -1128748 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 34115 members Entering Unmasked Estep Score: -1128757.625000 Penalty: 950.269409 Iteration 22Q: 3 clusters Score -1128758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 34126 members Entering Unmasked Estep Score: -1128764.375000 Penalty: 950.269409 Iteration 23Q: 3 clusters Score -1128764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 34133 members Entering Unmasked Estep Score: -1128774.375000 Penalty: 950.269409 Iteration 24Q: 3 clusters Score -1128774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 34141 members Entering Unmasked Estep Score: -1128783.125000 Penalty: 950.269409 Iteration 25Q: 3 clusters Score -1128783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 34147 members Entering Unmasked Estep Score: -1128785.375000 Penalty: 950.269409 Iteration 26Q: 3 clusters Score -1128785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 34149 members Entering Unmasked Estep Score: -1128786.625000 Penalty: 950.269409 Iteration 27Q: 3 clusters Score -1128787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 34150 members Entering Unmasked Estep Score: -1128786.625000 Penalty: 950.269409 Iteration 28Q: 3 clusters Score -1128787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 34151 members Entering Unmasked Estep Score: -1128786.750000 Penalty: 950.269409 Iteration 29Q: 3 clusters Score -1128787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 34152 members Entering Unmasked Estep Score: -1128786.875000 Penalty: 950.269409 Iteration 30Q: 3 clusters Score -1128787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 34154 members Entering Unmasked Estep Score: -1128787.125000 Penalty: 950.269409 Iteration 31Q: 3 clusters Score -1128787 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 34154 members Entering Unmasked Estep Score: -1128787.125000 Penalty: 950.269409 Iteration 32F: 3 clusters Score -1128787 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -77266.625000 Penalty: 356.066833 Iteration 0F: 2 clusters Score -77266.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -75481.812500 Penalty: 712.133667 Iteration 0F: 3 clusters Score -75481.81 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -76107.875000 Penalty: 712.133667 Iteration 1F: 3 clusters Score -76107.88 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -76190.750000 Penalty: 712.133667 Iteration 2F: 3 clusters Score -76190.75 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -76297.703125 Penalty: 712.133667 Iteration 3F: 3 clusters Score -76297.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -76404.679688 Penalty: 712.133667 Iteration 4F: 3 clusters Score -76404.68 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -76522.132812 Penalty: 712.133667 Iteration 5F: 3 clusters Score -76522.13 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -76671.671875 Penalty: 712.133667 Iteration 6F: 3 clusters Score -76671.67 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -76809.835938 Penalty: 712.133667 Iteration 7F: 3 clusters Score -76809.84 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -76910.750000 Penalty: 712.133667 Iteration 8Q: 3 clusters Score -76910.75 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -76974.906250 Penalty: 712.133667 Iteration 9Q: 3 clusters Score -76974.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -77017.828125 Penalty: 712.133667 Iteration 10Q: 3 clusters Score -77017.83 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -77049.351562 Penalty: 712.133667 Iteration 11Q: 3 clusters Score -77049.35 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -77071.859375 Penalty: 712.133667 Iteration 12Q: 3 clusters Score -77071.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -77077.867188 Penalty: 712.133667 Iteration 13Q: 3 clusters Score -77077.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -77079.632812 Penalty: 712.133667 Iteration 14Q: 3 clusters Score -77079.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -77081.382812 Penalty: 712.133667 Iteration 15Q: 3 clusters Score -77081.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -77083.492188 Penalty: 712.133667 Iteration 16Q: 3 clusters Score -77083.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -77087.554688 Penalty: 712.133667 Iteration 17Q: 3 clusters Score -77087.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -77091.601562 Penalty: 712.133667 Iteration 18Q: 3 clusters Score -77091.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -77093.765625 Penalty: 712.133667 Iteration 19Q: 3 clusters Score -77093.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -77095.656250 Penalty: 712.133667 Iteration 20F: 3 clusters Score -77095.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -77097.601562 Penalty: 712.133667 Iteration 21Q: 3 clusters Score -77097.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -77098.710938 Penalty: 712.133667 Iteration 22Q: 3 clusters Score -77098.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -77099.476562 Penalty: 712.133667 Iteration 23Q: 3 clusters Score -77099.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -77100.039062 Penalty: 712.133667 Iteration 24Q: 3 clusters Score -77100.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -77100.734375 Penalty: 712.133667 Iteration 25Q: 3 clusters Score -77100.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -77101.085938 Penalty: 712.133667 Iteration 26Q: 3 clusters Score -77101.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -77101.085938 Penalty: 712.133667 Iteration 27F: 3 clusters Score -77101.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Entering Unmasked Estep Score: -13200.131836 Penalty: 283.754822 Iteration 0F: 2 clusters Score -13200.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12702.957031 Penalty: 567.509644 Iteration 0F: 3 clusters Score -12702.96 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -12860.035156 Penalty: 567.509644 Iteration 1F: 3 clusters Score -12860.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12905.535156 Penalty: 567.509644 Iteration 2F: 3 clusters Score -12905.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12923.464844 Penalty: 567.509644 Iteration 3Q: 3 clusters Score -12923.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -12932.549805 Penalty: 567.509644 Iteration 4Q: 3 clusters Score -12932.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12940.801758 Penalty: 567.509644 Iteration 5Q: 3 clusters Score -12940.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12945.721680 Penalty: 567.509644 Iteration 6Q: 3 clusters Score -12945.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12949.829102 Penalty: 567.509644 Iteration 7Q: 3 clusters Score -12949.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -12953.701172 Penalty: 567.509644 Iteration 8Q: 3 clusters Score -12953.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12955.674805 Penalty: 567.509644 Iteration 9Q: 3 clusters Score -12955.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12955.674805 Penalty: 567.509644 Iteration 10F: 3 clusters Score -12955.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Entering Unmasked Estep Score: -114921.250000 Penalty: 368.846436 Iteration 0F: 2 clusters Score -114921.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -112630.460938 Penalty: 737.692871 Iteration 0F: 3 clusters Score -112630.5 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -113575.421875 Penalty: 737.692871 Iteration 1F: 3 clusters Score -113575.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -113865.968750 Penalty: 737.692871 Iteration 2F: 3 clusters Score -113866 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -114201.789062 Penalty: 737.692871 Iteration 3F: 3 clusters Score -114201.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -114517.203125 Penalty: 737.692871 Iteration 4F: 3 clusters Score -114517.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -114729.765625 Penalty: 737.692871 Iteration 5F: 3 clusters Score -114729.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -114842.312500 Penalty: 737.692871 Iteration 6Q: 3 clusters Score -114842.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -114913.101562 Penalty: 737.692871 Iteration 7Q: 3 clusters Score -114913.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -114970.296875 Penalty: 737.692871 Iteration 8Q: 3 clusters Score -114970.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -115003.250000 Penalty: 737.692871 Iteration 9Q: 3 clusters Score -115003.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -115020.796875 Penalty: 737.692871 Iteration 10Q: 3 clusters Score -115020.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -115035.585938 Penalty: 737.692871 Iteration 11Q: 3 clusters Score -115035.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -115041.437500 Penalty: 737.692871 Iteration 12Q: 3 clusters Score -115041.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -115043.281250 Penalty: 737.692871 Iteration 13Q: 3 clusters Score -115043.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -115043.929688 Penalty: 737.692871 Iteration 14Q: 3 clusters Score -115043.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -115044.125000 Penalty: 737.692871 Iteration 15Q: 3 clusters Score -115044.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -115045.156250 Penalty: 737.692871 Iteration 16Q: 3 clusters Score -115045.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -115045.250000 Penalty: 737.692871 Iteration 17Q: 3 clusters Score -115045.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -115045.250000 Penalty: 737.692871 Iteration 18F: 3 clusters Score -115045.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34287 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7281 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4024 members Mstep: Class 14 contains 990 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5866 members Mstep: Class 17 contains 4948 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Mstep: Class 21 contains 2902 members Entering Unmasked Estep Score: -3033434.000000 Penalty: 10988.117188 Splitting cluster 6 changes total score from -3033460.250000 to -3033434.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Entering Unmasked Estep Score: -6097.244629 Penalty: 241.073441 Iteration 0F: 2 clusters Score -6097.245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5808.328613 Penalty: 482.146881 Iteration 0F: 3 clusters Score -5808.329 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5868.294922 Penalty: 482.146881 Iteration 1F: 3 clusters Score -5868.295 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5884.431152 Penalty: 482.146881 Iteration 2F: 3 clusters Score -5884.431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5896.437988 Penalty: 482.146881 Iteration 3Q: 3 clusters Score -5896.438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -5905.618652 Penalty: 482.146881 Iteration 4Q: 3 clusters Score -5905.619 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -5913.605957 Penalty: 482.146881 Iteration 5Q: 3 clusters Score -5913.606 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -5922.738770 Penalty: 482.146881 Iteration 6Q: 3 clusters Score -5922.739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5927.723145 Penalty: 482.146881 Iteration 7Q: 3 clusters Score -5927.723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5935.827637 Penalty: 482.146881 Iteration 8Q: 3 clusters Score -5935.828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5939.940430 Penalty: 482.146881 Iteration 9Q: 3 clusters Score -5939.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5945.011719 Penalty: 482.146881 Iteration 10Q: 3 clusters Score -5945.012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5945.168945 Penalty: 482.146881 Iteration 11Q: 3 clusters Score -5945.169 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5945.168945 Penalty: 482.146881 Iteration 12F: 3 clusters Score -5945.169 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -30095.472656 Penalty: 307.281433 Iteration 0F: 2 clusters Score -30095.47 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 439 members Entering Unmasked Estep Score: -29380.011719 Penalty: 614.562866 Iteration 0F: 3 clusters Score -29380.01 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -29555.619141 Penalty: 614.562866 Iteration 1F: 3 clusters Score -29555.62 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -29614.958984 Penalty: 614.562866 Iteration 2F: 3 clusters Score -29614.96 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -29658.115234 Penalty: 614.562866 Iteration 3F: 3 clusters Score -29658.12 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -29688.566406 Penalty: 614.562866 Iteration 4F: 3 clusters Score -29688.57 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -29711.406250 Penalty: 614.562866 Iteration 5Q: 3 clusters Score -29711.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -29728.132812 Penalty: 614.562866 Iteration 6Q: 3 clusters Score -29728.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -29746.158203 Penalty: 614.562866 Iteration 7Q: 3 clusters Score -29746.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -29760.826172 Penalty: 614.562866 Iteration 8Q: 3 clusters Score -29760.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -29778.720703 Penalty: 614.562866 Iteration 9Q: 3 clusters Score -29778.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -29791.714844 Penalty: 614.562866 Iteration 10Q: 3 clusters Score -29791.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -29795.728516 Penalty: 614.562866 Iteration 11Q: 3 clusters Score -29795.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -29799.169922 Penalty: 614.562866 Iteration 12Q: 3 clusters Score -29799.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -29804.623047 Penalty: 614.562866 Iteration 13Q: 3 clusters Score -29804.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -29811.240234 Penalty: 614.562866 Iteration 14Q: 3 clusters Score -29811.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -29816.884766 Penalty: 614.562866 Iteration 15Q: 3 clusters Score -29816.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -29818.892578 Penalty: 614.562866 Iteration 16Q: 3 clusters Score -29818.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -29820.107422 Penalty: 614.562866 Iteration 17Q: 3 clusters Score -29820.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -29820.666016 Penalty: 614.562866 Iteration 18Q: 3 clusters Score -29820.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -29820.666016 Penalty: 614.562866 Iteration 19F: 3 clusters Score -29820.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Entering Unmasked Estep Score: -66916.148438 Penalty: 345.635834 Iteration 0F: 2 clusters Score -66916.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -65493.515625 Penalty: 691.271667 Iteration 0F: 3 clusters Score -65493.52 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -66052.593750 Penalty: 691.271667 Iteration 1F: 3 clusters Score -66052.59 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -66119.046875 Penalty: 691.271667 Iteration 2F: 3 clusters Score -66119.05 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -66181.679688 Penalty: 691.271667 Iteration 3Q: 3 clusters Score -66181.68 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -66246.539062 Penalty: 691.271667 Iteration 4Q: 3 clusters Score -66246.54 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -66313.125000 Penalty: 691.271667 Iteration 5Q: 3 clusters Score -66313.12 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -66386.492188 Penalty: 691.271667 Iteration 6Q: 3 clusters Score -66386.49 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -66446.039062 Penalty: 691.271667 Iteration 7Q: 3 clusters Score -66446.04 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -66479.203125 Penalty: 691.271667 Iteration 8Q: 3 clusters Score -66479.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -66509.328125 Penalty: 691.271667 Iteration 9Q: 3 clusters Score -66509.33 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -66535.250000 Penalty: 691.271667 Iteration 10Q: 3 clusters Score -66535.25 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -66567.789062 Penalty: 691.271667 Iteration 11Q: 3 clusters Score -66567.79 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -66610.898438 Penalty: 691.271667 Iteration 12Q: 3 clusters Score -66610.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -66639.945312 Penalty: 691.271667 Iteration 13Q: 3 clusters Score -66639.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -66651.460938 Penalty: 691.271667 Iteration 14Q: 3 clusters Score -66651.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -66665.968750 Penalty: 691.271667 Iteration 15Q: 3 clusters Score -66665.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -66670.992188 Penalty: 691.271667 Iteration 16Q: 3 clusters Score -66670.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -66673.101562 Penalty: 691.271667 Iteration 17Q: 3 clusters Score -66673.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -66676.242188 Penalty: 691.271667 Iteration 18Q: 3 clusters Score -66676.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -66678.710938 Penalty: 691.271667 Iteration 19Q: 3 clusters Score -66678.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -66679.093750 Penalty: 691.271667 Iteration 20F: 3 clusters Score -66679.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -66679.984375 Penalty: 691.271667 Iteration 21Q: 3 clusters Score -66679.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -66682.390625 Penalty: 691.271667 Iteration 22Q: 3 clusters Score -66682.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -66684.539062 Penalty: 691.271667 Iteration 23Q: 3 clusters Score -66684.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -66685.937500 Penalty: 691.271667 Iteration 24Q: 3 clusters Score -66685.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -66687.250000 Penalty: 691.271667 Iteration 25Q: 3 clusters Score -66687.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -66687.992188 Penalty: 691.271667 Iteration 26Q: 3 clusters Score -66687.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -66688.515625 Penalty: 691.271667 Iteration 27Q: 3 clusters Score -66688.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -66688.578125 Penalty: 691.271667 Iteration 28Q: 3 clusters Score -66688.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -66688.578125 Penalty: 691.271667 Iteration 29F: 3 clusters Score -66688.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Entering Unmasked Estep Score: -252624.781250 Penalty: 404.632568 Iteration 0F: 2 clusters Score -252624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -247716.375000 Penalty: 809.265137 Iteration 0F: 3 clusters Score -247716.4 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -249668.281250 Penalty: 809.265137 Iteration 1F: 3 clusters Score -249668.3 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -249815.453125 Penalty: 809.265137 Iteration 2Q: 3 clusters Score -249815.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -249989.984375 Penalty: 809.265137 Iteration 3F: 3 clusters Score -249990 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -250206.609375 Penalty: 809.265137 Iteration 4F: 3 clusters Score -250206.6 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -250512.562500 Penalty: 809.265137 Iteration 5F: 3 clusters Score -250512.6 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -250848.500000 Penalty: 809.265137 Iteration 6F: 3 clusters Score -250848.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -251143.265625 Penalty: 809.265137 Iteration 7F: 3 clusters Score -251143.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -251355.640625 Penalty: 809.265137 Iteration 8Q: 3 clusters Score -251355.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -251517.015625 Penalty: 809.265137 Iteration 9Q: 3 clusters Score -251517 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -251644.000000 Penalty: 809.265137 Iteration 10Q: 3 clusters Score -251644 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -251726.328125 Penalty: 809.265137 Iteration 11Q: 3 clusters Score -251726.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -251782.687500 Penalty: 809.265137 Iteration 12Q: 3 clusters Score -251782.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -251833.203125 Penalty: 809.265137 Iteration 13Q: 3 clusters Score -251833.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -251894.484375 Penalty: 809.265137 Iteration 14Q: 3 clusters Score -251894.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -251956.578125 Penalty: 809.265137 Iteration 15Q: 3 clusters Score -251956.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -252010.609375 Penalty: 809.265137 Iteration 16Q: 3 clusters Score -252010.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -252057.078125 Penalty: 809.265137 Iteration 17Q: 3 clusters Score -252057.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -252104.828125 Penalty: 809.265137 Iteration 18Q: 3 clusters Score -252104.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -252150.359375 Penalty: 809.265137 Iteration 19Q: 3 clusters Score -252150.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -252183.546875 Penalty: 809.265137 Iteration 20F: 3 clusters Score -252183.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -252213.281250 Penalty: 809.265137 Iteration 21Q: 3 clusters Score -252213.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -252232.890625 Penalty: 809.265137 Iteration 22Q: 3 clusters Score -252232.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -252247.828125 Penalty: 809.265137 Iteration 23Q: 3 clusters Score -252247.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -252261.109375 Penalty: 809.265137 Iteration 24Q: 3 clusters Score -252261.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -252267.937500 Penalty: 809.265137 Iteration 25Q: 3 clusters Score -252267.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -252272.750000 Penalty: 809.265137 Iteration 26Q: 3 clusters Score -252272.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -252275.000000 Penalty: 809.265137 Iteration 27Q: 3 clusters Score -252275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -252275.687500 Penalty: 809.265137 Iteration 28Q: 3 clusters Score -252275.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -252278.000000 Penalty: 809.265137 Iteration 29Q: 3 clusters Score -252278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -252279.453125 Penalty: 809.265137 Iteration 30Q: 3 clusters Score -252279.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -252280.890625 Penalty: 809.265137 Iteration 31Q: 3 clusters Score -252280.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -252281.140625 Penalty: 809.265137 Iteration 32Q: 3 clusters Score -252281.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -252281.140625 Penalty: 809.265137 Iteration 33Q: 3 clusters Score -252281.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -252281.906250 Penalty: 809.265137 Iteration 34Q: 3 clusters Score -252281.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -252282.937500 Penalty: 809.265137 Iteration 35Q: 3 clusters Score -252282.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -252284.593750 Penalty: 809.265137 Iteration 36Q: 3 clusters Score -252284.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -252290.265625 Penalty: 809.265137 Iteration 37Q: 3 clusters Score -252290.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -252292.343750 Penalty: 809.265137 Iteration 38Q: 3 clusters Score -252292.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -252293.562500 Penalty: 809.265137 Iteration 39Q: 3 clusters Score -252293.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -252293.562500 Penalty: 809.265137 Iteration 40F: 3 clusters Score -252293.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Entering Unmasked Estep Score: -26656.685547 Penalty: 300.725403 Iteration 0F: 2 clusters Score -26656.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26018.369141 Penalty: 601.450806 Iteration 0F: 3 clusters Score -26018.37 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -26180.605469 Penalty: 601.450806 Iteration 1F: 3 clusters Score -26180.61 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -26213.882812 Penalty: 601.450806 Iteration 2F: 3 clusters Score -26213.88 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -26231.685547 Penalty: 601.450806 Iteration 3Q: 3 clusters Score -26231.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -26249.130859 Penalty: 601.450806 Iteration 4Q: 3 clusters Score -26249.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -26272.048828 Penalty: 601.450806 Iteration 5Q: 3 clusters Score -26272.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -26290.521484 Penalty: 601.450806 Iteration 6Q: 3 clusters Score -26290.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -26306.546875 Penalty: 601.450806 Iteration 7Q: 3 clusters Score -26306.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -26319.509766 Penalty: 601.450806 Iteration 8Q: 3 clusters Score -26319.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -26325.203125 Penalty: 601.450806 Iteration 9Q: 3 clusters Score -26325.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -26332.873047 Penalty: 601.450806 Iteration 10Q: 3 clusters Score -26332.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -26336.632812 Penalty: 601.450806 Iteration 11Q: 3 clusters Score -26336.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -26341.144531 Penalty: 601.450806 Iteration 12Q: 3 clusters Score -26341.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -26342.939453 Penalty: 601.450806 Iteration 13Q: 3 clusters Score -26342.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -26344.082031 Penalty: 601.450806 Iteration 14Q: 3 clusters Score -26344.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -26344.953125 Penalty: 601.450806 Iteration 15Q: 3 clusters Score -26344.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -26346.123047 Penalty: 601.450806 Iteration 16Q: 3 clusters Score -26346.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -26350.208984 Penalty: 601.450806 Iteration 17Q: 3 clusters Score -26350.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -26354.796875 Penalty: 601.450806 Iteration 18Q: 3 clusters Score -26354.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -26359.248047 Penalty: 601.450806 Iteration 19Q: 3 clusters Score -26359.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -26362.027344 Penalty: 601.450806 Iteration 20F: 3 clusters Score -26362.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -26364.458984 Penalty: 601.450806 Iteration 21Q: 3 clusters Score -26364.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -26366.166016 Penalty: 601.450806 Iteration 22Q: 3 clusters Score -26366.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -26368.064453 Penalty: 601.450806 Iteration 23Q: 3 clusters Score -26368.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -26370.539062 Penalty: 601.450806 Iteration 24Q: 3 clusters Score -26370.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -26371.896484 Penalty: 601.450806 Iteration 25Q: 3 clusters Score -26371.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -26373.275391 Penalty: 601.450806 Iteration 26Q: 3 clusters Score -26373.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -26373.275391 Penalty: 601.450806 Iteration 27F: 3 clusters Score -26373.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Entering Unmasked Estep Score: -281411.250000 Penalty: 408.414185 Iteration 0F: 2 clusters Score -281411.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -276103.812500 Penalty: 816.828369 Iteration 0F: 3 clusters Score -276103.8 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -278216.281250 Penalty: 816.828369 Iteration 1F: 3 clusters Score -278216.3 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -278587.187500 Penalty: 816.828369 Iteration 2F: 3 clusters Score -278587.2 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -279062.218750 Penalty: 816.828369 Iteration 3F: 3 clusters Score -279062.2 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -279662.812500 Penalty: 816.828369 Iteration 4F: 3 clusters Score -279662.8 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -280255.750000 Penalty: 816.828369 Iteration 5F: 3 clusters Score -280255.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -280669.281250 Penalty: 816.828369 Iteration 6F: 3 clusters Score -280669.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -280887.250000 Penalty: 816.828369 Iteration 7Q: 3 clusters Score -280887.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -280968.031250 Penalty: 816.828369 Iteration 8Q: 3 clusters Score -280968 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -281012.656250 Penalty: 816.828369 Iteration 9Q: 3 clusters Score -281012.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -281039.156250 Penalty: 816.828369 Iteration 10Q: 3 clusters Score -281039.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -281051.718750 Penalty: 816.828369 Iteration 11Q: 3 clusters Score -281051.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -281058.468750 Penalty: 816.828369 Iteration 12Q: 3 clusters Score -281058.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -281063.062500 Penalty: 816.828369 Iteration 13Q: 3 clusters Score -281063.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -281064.687500 Penalty: 816.828369 Iteration 14Q: 3 clusters Score -281064.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -281068.625000 Penalty: 816.828369 Iteration 15Q: 3 clusters Score -281068.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -281071.156250 Penalty: 816.828369 Iteration 16Q: 3 clusters Score -281071.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -281072.937500 Penalty: 816.828369 Iteration 17Q: 3 clusters Score -281072.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -281075.250000 Penalty: 816.828369 Iteration 18Q: 3 clusters Score -281075.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -281079.187500 Penalty: 816.828369 Iteration 19Q: 3 clusters Score -281079.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -281080.656250 Penalty: 816.828369 Iteration 20F: 3 clusters Score -281080.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -281082.375000 Penalty: 816.828369 Iteration 21Q: 3 clusters Score -281082.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -281085.531250 Penalty: 816.828369 Iteration 22Q: 3 clusters Score -281085.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -281086.500000 Penalty: 816.828369 Iteration 23Q: 3 clusters Score -281086.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -281086.500000 Penalty: 816.828369 Iteration 24F: 3 clusters Score -281086.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Entering Unmasked Estep Score: -137311.015625 Penalty: 377.651428 Iteration 0F: 2 clusters Score -137311 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -134554.515625 Penalty: 755.302856 Iteration 0F: 3 clusters Score -134554.5 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -135614.625000 Penalty: 755.302856 Iteration 1F: 3 clusters Score -135614.6 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -135822.953125 Penalty: 755.302856 Iteration 2F: 3 clusters Score -135823 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -136029.265625 Penalty: 755.302856 Iteration 3F: 3 clusters Score -136029.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -136260.234375 Penalty: 755.302856 Iteration 4F: 3 clusters Score -136260.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -136511.140625 Penalty: 755.302856 Iteration 5F: 3 clusters Score -136511.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -136720.859375 Penalty: 755.302856 Iteration 6F: 3 clusters Score -136720.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -136859.890625 Penalty: 755.302856 Iteration 7Q: 3 clusters Score -136859.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -136940.406250 Penalty: 755.302856 Iteration 8Q: 3 clusters Score -136940.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -136993.734375 Penalty: 755.302856 Iteration 9Q: 3 clusters Score -136993.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -137025.421875 Penalty: 755.302856 Iteration 10Q: 3 clusters Score -137025.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -137046.750000 Penalty: 755.302856 Iteration 11Q: 3 clusters Score -137046.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -137063.484375 Penalty: 755.302856 Iteration 12Q: 3 clusters Score -137063.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -137077.218750 Penalty: 755.302856 Iteration 13Q: 3 clusters Score -137077.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -137083.437500 Penalty: 755.302856 Iteration 14Q: 3 clusters Score -137083.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -137089.625000 Penalty: 755.302856 Iteration 15Q: 3 clusters Score -137089.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -137092.187500 Penalty: 755.302856 Iteration 16Q: 3 clusters Score -137092.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -137098.015625 Penalty: 755.302856 Iteration 17Q: 3 clusters Score -137098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -137100.203125 Penalty: 755.302856 Iteration 18Q: 3 clusters Score -137100.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -137101.046875 Penalty: 755.302856 Iteration 19Q: 3 clusters Score -137101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -137101.531250 Penalty: 755.302856 Iteration 20F: 3 clusters Score -137101.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Entering Unmasked Estep Score: -32157.855469 Penalty: 313.845581 Iteration 0F: 2 clusters Score -32157.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -31336.478516 Penalty: 627.691162 Iteration 0F: 3 clusters Score -31336.48 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -31571.041016 Penalty: 627.691162 Iteration 1F: 3 clusters Score -31571.04 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -31608.138672 Penalty: 627.691162 Iteration 2F: 3 clusters Score -31608.14 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -31629.402344 Penalty: 627.691162 Iteration 3Q: 3 clusters Score -31629.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -31647.177734 Penalty: 627.691162 Iteration 4Q: 3 clusters Score -31647.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -31667.388672 Penalty: 627.691162 Iteration 5Q: 3 clusters Score -31667.39 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -31688.582031 Penalty: 627.691162 Iteration 6Q: 3 clusters Score -31688.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -31710.421875 Penalty: 627.691162 Iteration 7Q: 3 clusters Score -31710.42 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -31724.042969 Penalty: 627.691162 Iteration 8Q: 3 clusters Score -31724.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -31729.943359 Penalty: 627.691162 Iteration 9Q: 3 clusters Score -31729.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -31734.095703 Penalty: 627.691162 Iteration 10Q: 3 clusters Score -31734.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -31739.095703 Penalty: 627.691162 Iteration 11Q: 3 clusters Score -31739.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -31744.683594 Penalty: 627.691162 Iteration 12Q: 3 clusters Score -31744.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -31748.865234 Penalty: 627.691162 Iteration 13Q: 3 clusters Score -31748.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -31751.914062 Penalty: 627.691162 Iteration 14Q: 3 clusters Score -31751.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -31755.267578 Penalty: 627.691162 Iteration 15Q: 3 clusters Score -31755.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -31758.646484 Penalty: 627.691162 Iteration 16Q: 3 clusters Score -31758.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -31761.554688 Penalty: 627.691162 Iteration 17Q: 3 clusters Score -31761.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -31763.076172 Penalty: 627.691162 Iteration 18Q: 3 clusters Score -31763.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -31765.535156 Penalty: 627.691162 Iteration 19Q: 3 clusters Score -31765.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -31769.001953 Penalty: 627.691162 Iteration 20F: 3 clusters Score -31769 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -31772.230469 Penalty: 627.691162 Iteration 21Q: 3 clusters Score -31772.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -31776.308594 Penalty: 627.691162 Iteration 22Q: 3 clusters Score -31776.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -31784.841797 Penalty: 627.691162 Iteration 23Q: 3 clusters Score -31784.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -31795.189453 Penalty: 627.691162 Iteration 24Q: 3 clusters Score -31795.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -31802.361328 Penalty: 627.691162 Iteration 25Q: 3 clusters Score -31802.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -31806.607422 Penalty: 627.691162 Iteration 26Q: 3 clusters Score -31806.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -31813.480469 Penalty: 627.691162 Iteration 27Q: 3 clusters Score -31813.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -31823.681641 Penalty: 627.691162 Iteration 28Q: 3 clusters Score -31823.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -31837.197266 Penalty: 627.691162 Iteration 29Q: 3 clusters Score -31837.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -31847.404297 Penalty: 627.691162 Iteration 30Q: 3 clusters Score -31847.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -31855.597656 Penalty: 627.691162 Iteration 31Q: 3 clusters Score -31855.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -31864.681641 Penalty: 627.691162 Iteration 32Q: 3 clusters Score -31864.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -31873.294922 Penalty: 627.691162 Iteration 33Q: 3 clusters Score -31873.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -31882.882812 Penalty: 627.691162 Iteration 34Q: 3 clusters Score -31882.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -31892.345703 Penalty: 627.691162 Iteration 35Q: 3 clusters Score -31892.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -31899.333984 Penalty: 627.691162 Iteration 36Q: 3 clusters Score -31899.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -31903.509766 Penalty: 627.691162 Iteration 37Q: 3 clusters Score -31903.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -31906.492188 Penalty: 627.691162 Iteration 38Q: 3 clusters Score -31906.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -31909.109375 Penalty: 627.691162 Iteration 39Q: 3 clusters Score -31909.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -31911.556641 Penalty: 627.691162 Iteration 40F: 3 clusters Score -31911.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -31914.492188 Penalty: 627.691162 Iteration 41Q: 3 clusters Score -31914.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -31915.843750 Penalty: 627.691162 Iteration 42Q: 3 clusters Score -31915.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -31917.886719 Penalty: 627.691162 Iteration 43Q: 3 clusters Score -31917.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -31921.005859 Penalty: 627.691162 Iteration 44Q: 3 clusters Score -31921.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -31925.416016 Penalty: 627.691162 Iteration 45Q: 3 clusters Score -31925.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -31927.410156 Penalty: 627.691162 Iteration 46Q: 3 clusters Score -31927.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -31927.560547 Penalty: 627.691162 Iteration 47Q: 3 clusters Score -31927.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -31927.732422 Penalty: 627.691162 Iteration 48Q: 3 clusters Score -31927.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -31929.042969 Penalty: 627.691162 Iteration 49Q: 3 clusters Score -31929.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -31933.402344 Penalty: 627.691162 Iteration 50Q: 3 clusters Score -31933.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -31937.851562 Penalty: 627.691162 Iteration 51Q: 3 clusters Score -31937.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -31939.921875 Penalty: 627.691162 Iteration 52Q: 3 clusters Score -31939.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -31941.548828 Penalty: 627.691162 Iteration 53Q: 3 clusters Score -31941.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -31943.794922 Penalty: 627.691162 Iteration 54Q: 3 clusters Score -31943.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -31945.718750 Penalty: 627.691162 Iteration 55Q: 3 clusters Score -31945.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -31945.921875 Penalty: 627.691162 Iteration 56Q: 3 clusters Score -31945.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -31945.921875 Penalty: 627.691162 Iteration 57F: 3 clusters Score -31945.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Entering Unmasked Estep Score: -12156.000977 Penalty: 282.582306 Iteration 0F: 2 clusters Score -12156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -11655.525391 Penalty: 565.164612 Iteration 0F: 3 clusters Score -11655.53 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -11799.858398 Penalty: 565.164612 Iteration 1F: 3 clusters Score -11799.86 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -11832.294922 Penalty: 565.164612 Iteration 2F: 3 clusters Score -11832.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -11850.164062 Penalty: 565.164612 Iteration 3Q: 3 clusters Score -11850.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -11865.742188 Penalty: 565.164612 Iteration 4Q: 3 clusters Score -11865.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -11876.712891 Penalty: 565.164612 Iteration 5Q: 3 clusters Score -11876.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -11893.330078 Penalty: 565.164612 Iteration 6Q: 3 clusters Score -11893.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -11902.046875 Penalty: 565.164612 Iteration 7Q: 3 clusters Score -11902.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -11907.270508 Penalty: 565.164612 Iteration 8Q: 3 clusters Score -11907.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -11916.588867 Penalty: 565.164612 Iteration 9Q: 3 clusters Score -11916.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -11927.356445 Penalty: 565.164612 Iteration 10Q: 3 clusters Score -11927.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -11938.327148 Penalty: 565.164612 Iteration 11Q: 3 clusters Score -11938.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -11943.523438 Penalty: 565.164612 Iteration 12Q: 3 clusters Score -11943.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -11947.919922 Penalty: 565.164612 Iteration 13Q: 3 clusters Score -11947.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -11948.994141 Penalty: 565.164612 Iteration 14Q: 3 clusters Score -11948.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -11950.647461 Penalty: 565.164612 Iteration 15Q: 3 clusters Score -11950.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -11952.156250 Penalty: 565.164612 Iteration 16Q: 3 clusters Score -11952.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -11954.500000 Penalty: 565.164612 Iteration 17Q: 3 clusters Score -11954.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -11957.529297 Penalty: 565.164612 Iteration 18Q: 3 clusters Score -11957.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -11963.624023 Penalty: 565.164612 Iteration 19Q: 3 clusters Score -11963.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -11967.974609 Penalty: 565.164612 Iteration 20F: 3 clusters Score -11967.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -11973.806641 Penalty: 565.164612 Iteration 21Q: 3 clusters Score -11973.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -11977.423828 Penalty: 565.164612 Iteration 22Q: 3 clusters Score -11977.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -11977.879883 Penalty: 565.164612 Iteration 23Q: 3 clusters Score -11977.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -11978.458984 Penalty: 565.164612 Iteration 24Q: 3 clusters Score -11978.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -11978.458984 Penalty: 565.164612 Iteration 25F: 3 clusters Score -11978.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Entering Unmasked Estep Score: -189892.109375 Penalty: 394.800262 Iteration 0F: 2 clusters Score -189892.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -186020.578125 Penalty: 789.600525 Iteration 0F: 3 clusters Score -186020.6 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -187572.765625 Penalty: 789.600525 Iteration 1F: 3 clusters Score -187572.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -187798.390625 Penalty: 789.600525 Iteration 2F: 3 clusters Score -187798.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -188015.406250 Penalty: 789.600525 Iteration 3F: 3 clusters Score -188015.4 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -188241.625000 Penalty: 789.600525 Iteration 4F: 3 clusters Score -188241.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -188501.828125 Penalty: 789.600525 Iteration 5F: 3 clusters Score -188501.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -188767.546875 Penalty: 789.600525 Iteration 6F: 3 clusters Score -188767.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -189025.375000 Penalty: 789.600525 Iteration 7Q: 3 clusters Score -189025.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -189227.156250 Penalty: 789.600525 Iteration 8Q: 3 clusters Score -189227.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -189338.734375 Penalty: 789.600525 Iteration 9Q: 3 clusters Score -189338.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -189411.562500 Penalty: 789.600525 Iteration 10Q: 3 clusters Score -189411.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -189456.453125 Penalty: 789.600525 Iteration 11Q: 3 clusters Score -189456.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -189475.312500 Penalty: 789.600525 Iteration 12Q: 3 clusters Score -189475.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -189486.765625 Penalty: 789.600525 Iteration 13Q: 3 clusters Score -189486.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -189500.546875 Penalty: 789.600525 Iteration 14Q: 3 clusters Score -189500.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -189515.328125 Penalty: 789.600525 Iteration 15Q: 3 clusters Score -189515.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -189522.578125 Penalty: 789.600525 Iteration 16Q: 3 clusters Score -189522.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -189532.296875 Penalty: 789.600525 Iteration 17Q: 3 clusters Score -189532.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -189539.125000 Penalty: 789.600525 Iteration 18Q: 3 clusters Score -189539.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -189546.093750 Penalty: 789.600525 Iteration 19Q: 3 clusters Score -189546.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -189551.046875 Penalty: 789.600525 Iteration 20F: 3 clusters Score -189551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -189553.687500 Penalty: 789.600525 Iteration 21Q: 3 clusters Score -189553.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -189556.218750 Penalty: 789.600525 Iteration 22Q: 3 clusters Score -189556.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -189556.031250 Penalty: 789.600525 Iteration 23Q: 3 clusters Score -189556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -189556.031250 Penalty: 789.600525 Iteration 24F: 3 clusters Score -189556 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Entering Unmasked Estep Score: -147739.171875 Penalty: 387.056610 Iteration 0F: 2 clusters Score -147739.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -144458.296875 Penalty: 774.113220 Iteration 0F: 3 clusters Score -144458.3 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -145600.156250 Penalty: 774.113220 Iteration 1F: 3 clusters Score -145600.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -145694.484375 Penalty: 774.113220 Iteration 2Q: 3 clusters Score -145694.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -145820.984375 Penalty: 774.113220 Iteration 3F: 3 clusters Score -145821 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -145985.843750 Penalty: 774.113220 Iteration 4F: 3 clusters Score -145985.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -146192.125000 Penalty: 774.113220 Iteration 5F: 3 clusters Score -146192.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -146440.921875 Penalty: 774.113220 Iteration 6F: 3 clusters Score -146440.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -146702.000000 Penalty: 774.113220 Iteration 7F: 3 clusters Score -146702 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -146953.796875 Penalty: 774.113220 Iteration 8F: 3 clusters Score -146953.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -147143.515625 Penalty: 774.113220 Iteration 9Q: 3 clusters Score -147143.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -147267.500000 Penalty: 774.113220 Iteration 10Q: 3 clusters Score -147267.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -147343.031250 Penalty: 774.113220 Iteration 11Q: 3 clusters Score -147343 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -147375.031250 Penalty: 774.113220 Iteration 12Q: 3 clusters Score -147375 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -147389.984375 Penalty: 774.113220 Iteration 13Q: 3 clusters Score -147390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -147403.328125 Penalty: 774.113220 Iteration 14Q: 3 clusters Score -147403.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -147408.125000 Penalty: 774.113220 Iteration 15Q: 3 clusters Score -147408.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -147411.921875 Penalty: 774.113220 Iteration 16Q: 3 clusters Score -147411.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -147412.609375 Penalty: 774.113220 Iteration 17Q: 3 clusters Score -147412.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -147412.609375 Penalty: 774.113220 Iteration 18F: 3 clusters Score -147412.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Entering Unmasked Estep Score: -27790.732422 Penalty: 314.393768 Iteration 0F: 2 clusters Score -27790.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -26990.568359 Penalty: 628.787537 Iteration 0F: 3 clusters Score -26990.57 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -27254.500000 Penalty: 628.787537 Iteration 1F: 3 clusters Score -27254.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -27314.125000 Penalty: 628.787537 Iteration 2F: 3 clusters Score -27314.12 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -27343.591797 Penalty: 628.787537 Iteration 3F: 3 clusters Score -27343.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -27368.103516 Penalty: 628.787537 Iteration 4Q: 3 clusters Score -27368.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -27390.214844 Penalty: 628.787537 Iteration 5Q: 3 clusters Score -27390.21 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -27423.988281 Penalty: 628.787537 Iteration 6Q: 3 clusters Score -27423.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -27463.097656 Penalty: 628.787537 Iteration 7Q: 3 clusters Score -27463.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -27494.787109 Penalty: 628.787537 Iteration 8Q: 3 clusters Score -27494.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -27519.402344 Penalty: 628.787537 Iteration 9Q: 3 clusters Score -27519.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -27542.937500 Penalty: 628.787537 Iteration 10Q: 3 clusters Score -27542.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -27557.460938 Penalty: 628.787537 Iteration 11Q: 3 clusters Score -27557.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -27564.312500 Penalty: 628.787537 Iteration 12Q: 3 clusters Score -27564.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -27566.597656 Penalty: 628.787537 Iteration 13Q: 3 clusters Score -27566.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -27568.351562 Penalty: 628.787537 Iteration 14Q: 3 clusters Score -27568.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -27569.314453 Penalty: 628.787537 Iteration 15Q: 3 clusters Score -27569.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -27570.742188 Penalty: 628.787537 Iteration 16Q: 3 clusters Score -27570.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -27571.785156 Penalty: 628.787537 Iteration 17Q: 3 clusters Score -27571.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -27573.369141 Penalty: 628.787537 Iteration 18Q: 3 clusters Score -27573.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -27575.226562 Penalty: 628.787537 Iteration 19Q: 3 clusters Score -27575.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -27577.316406 Penalty: 628.787537 Iteration 20F: 3 clusters Score -27577.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -27578.464844 Penalty: 628.787537 Iteration 21Q: 3 clusters Score -27578.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -27578.558594 Penalty: 628.787537 Iteration 22Q: 3 clusters Score -27578.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -27578.558594 Penalty: 628.787537 Iteration 23F: 3 clusters Score -27578.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Entering Unmasked Estep Score: -142968.296875 Penalty: 383.100922 Iteration 0F: 2 clusters Score -142968.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -139966.500000 Penalty: 766.201843 Iteration 0F: 3 clusters Score -139966.5 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -141053.875000 Penalty: 766.201843 Iteration 1F: 3 clusters Score -141053.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -141168.125000 Penalty: 766.201843 Iteration 2F: 3 clusters Score -141168.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -141290.000000 Penalty: 766.201843 Iteration 3Q: 3 clusters Score -141290 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -141433.375000 Penalty: 766.201843 Iteration 4F: 3 clusters Score -141433.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -141587.125000 Penalty: 766.201843 Iteration 5F: 3 clusters Score -141587.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -141754.656250 Penalty: 766.201843 Iteration 6F: 3 clusters Score -141754.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -141906.515625 Penalty: 766.201843 Iteration 7F: 3 clusters Score -141906.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -142011.453125 Penalty: 766.201843 Iteration 8Q: 3 clusters Score -142011.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -142092.921875 Penalty: 766.201843 Iteration 9Q: 3 clusters Score -142092.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -142173.140625 Penalty: 766.201843 Iteration 10Q: 3 clusters Score -142173.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -142232.406250 Penalty: 766.201843 Iteration 11Q: 3 clusters Score -142232.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -142284.484375 Penalty: 766.201843 Iteration 12Q: 3 clusters Score -142284.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -142340.218750 Penalty: 766.201843 Iteration 13Q: 3 clusters Score -142340.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -142402.328125 Penalty: 766.201843 Iteration 14Q: 3 clusters Score -142402.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -142460.953125 Penalty: 766.201843 Iteration 15Q: 3 clusters Score -142461 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -142505.093750 Penalty: 766.201843 Iteration 16Q: 3 clusters Score -142505.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -142539.046875 Penalty: 766.201843 Iteration 17Q: 3 clusters Score -142539 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -142556.312500 Penalty: 766.201843 Iteration 18Q: 3 clusters Score -142556.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -142575.468750 Penalty: 766.201843 Iteration 19Q: 3 clusters Score -142575.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -142592.406250 Penalty: 766.201843 Iteration 20F: 3 clusters Score -142592.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -142601.031250 Penalty: 766.201843 Iteration 21Q: 3 clusters Score -142601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -142604.125000 Penalty: 766.201843 Iteration 22Q: 3 clusters Score -142604.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -142606.484375 Penalty: 766.201843 Iteration 23Q: 3 clusters Score -142606.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -142608.265625 Penalty: 766.201843 Iteration 24Q: 3 clusters Score -142608.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -142608.875000 Penalty: 766.201843 Iteration 25Q: 3 clusters Score -142608.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -142610.828125 Penalty: 766.201843 Iteration 26Q: 3 clusters Score -142610.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -142611.406250 Penalty: 766.201843 Iteration 27Q: 3 clusters Score -142611.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -142612.890625 Penalty: 766.201843 Iteration 28Q: 3 clusters Score -142612.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -142614.203125 Penalty: 766.201843 Iteration 29Q: 3 clusters Score -142614.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -142615.515625 Penalty: 766.201843 Iteration 30Q: 3 clusters Score -142615.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -142615.640625 Penalty: 766.201843 Iteration 31Q: 3 clusters Score -142615.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -142615.640625 Penalty: 766.201843 Iteration 32F: 3 clusters Score -142615.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Entering Unmasked Estep Score: -549598.375000 Penalty: 442.433929 Iteration 0F: 2 clusters Score -549598.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -538537.125000 Penalty: 884.867859 Iteration 0F: 3 clusters Score -538537.1 nChanged 7892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 9139 members Entering Unmasked Estep Score: -543583.062500 Penalty: 884.867859 Iteration 1F: 3 clusters Score -543583.1 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -544211.750000 Penalty: 884.867859 Iteration 2F: 3 clusters Score -544211.8 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -544931.875000 Penalty: 884.867859 Iteration 3F: 3 clusters Score -544931.9 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -545764.812500 Penalty: 884.867859 Iteration 4F: 3 clusters Score -545764.8 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -546522.375000 Penalty: 884.867859 Iteration 5F: 3 clusters Score -546522.4 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -546953.125000 Penalty: 884.867859 Iteration 6Q: 3 clusters Score -546953.1 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -547223.750000 Penalty: 884.867859 Iteration 7Q: 3 clusters Score -547223.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -547359.750000 Penalty: 884.867859 Iteration 8Q: 3 clusters Score -547359.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -547428.312500 Penalty: 884.867859 Iteration 9Q: 3 clusters Score -547428.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -547478.875000 Penalty: 884.867859 Iteration 10Q: 3 clusters Score -547478.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 11933 members Entering Unmasked Estep Score: -547533.250000 Penalty: 884.867859 Iteration 11Q: 3 clusters Score -547533.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -547590.375000 Penalty: 884.867859 Iteration 12Q: 3 clusters Score -547590.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -547649.312500 Penalty: 884.867859 Iteration 13Q: 3 clusters Score -547649.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -547716.000000 Penalty: 884.867859 Iteration 14Q: 3 clusters Score -547716 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -547781.562500 Penalty: 884.867859 Iteration 15Q: 3 clusters Score -547781.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -547854.125000 Penalty: 884.867859 Iteration 16Q: 3 clusters Score -547854.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -547931.000000 Penalty: 884.867859 Iteration 17Q: 3 clusters Score -547931 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -548019.062500 Penalty: 884.867859 Iteration 18Q: 3 clusters Score -548019.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -548112.562500 Penalty: 884.867859 Iteration 19Q: 3 clusters Score -548112.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 13610 members Entering Unmasked Estep Score: -548197.250000 Penalty: 884.867859 Iteration 20F: 3 clusters Score -548197.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -548286.562500 Penalty: 884.867859 Iteration 21Q: 3 clusters Score -548286.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 14009 members Entering Unmasked Estep Score: -548398.937500 Penalty: 884.867859 Iteration 22Q: 3 clusters Score -548398.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -548495.312500 Penalty: 884.867859 Iteration 23Q: 3 clusters Score -548495.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -548597.937500 Penalty: 884.867859 Iteration 24Q: 3 clusters Score -548597.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 14590 members Entering Unmasked Estep Score: -548698.500000 Penalty: 884.867859 Iteration 25Q: 3 clusters Score -548698.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 14794 members Entering Unmasked Estep Score: -548818.000000 Penalty: 884.867859 Iteration 26Q: 3 clusters Score -548818 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 14967 members Entering Unmasked Estep Score: -548911.375000 Penalty: 884.867859 Iteration 27Q: 3 clusters Score -548911.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -549002.500000 Penalty: 884.867859 Iteration 28Q: 3 clusters Score -549002.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -549075.062500 Penalty: 884.867859 Iteration 29Q: 3 clusters Score -549075.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 15381 members Entering Unmasked Estep Score: -549123.125000 Penalty: 884.867859 Iteration 30Q: 3 clusters Score -549123.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 15476 members Entering Unmasked Estep Score: -549160.812500 Penalty: 884.867859 Iteration 31Q: 3 clusters Score -549160.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -549194.812500 Penalty: 884.867859 Iteration 32Q: 3 clusters Score -549194.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 15658 members Entering Unmasked Estep Score: -549224.687500 Penalty: 884.867859 Iteration 33Q: 3 clusters Score -549224.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -549246.812500 Penalty: 884.867859 Iteration 34Q: 3 clusters Score -549246.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 15809 members Entering Unmasked Estep Score: -549269.375000 Penalty: 884.867859 Iteration 35Q: 3 clusters Score -549269.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -549292.250000 Penalty: 884.867859 Iteration 36Q: 3 clusters Score -549292.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 15931 members Entering Unmasked Estep Score: -549306.187500 Penalty: 884.867859 Iteration 37Q: 3 clusters Score -549306.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -549320.500000 Penalty: 884.867859 Iteration 38Q: 3 clusters Score -549320.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 16025 members Entering Unmasked Estep Score: -549335.187500 Penalty: 884.867859 Iteration 39Q: 3 clusters Score -549335.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -549344.312500 Penalty: 884.867859 Iteration 40F: 3 clusters Score -549344.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -549356.562500 Penalty: 884.867859 Iteration 41Q: 3 clusters Score -549356.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 16137 members Entering Unmasked Estep Score: -549367.812500 Penalty: 884.867859 Iteration 42Q: 3 clusters Score -549367.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -549376.062500 Penalty: 884.867859 Iteration 43Q: 3 clusters Score -549376.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -549383.562500 Penalty: 884.867859 Iteration 44Q: 3 clusters Score -549383.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 16196 members Entering Unmasked Estep Score: -549384.187500 Penalty: 884.867859 Iteration 45Q: 3 clusters Score -549384.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -549386.375000 Penalty: 884.867859 Iteration 46Q: 3 clusters Score -549386.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 16220 members Entering Unmasked Estep Score: -549388.437500 Penalty: 884.867859 Iteration 47Q: 3 clusters Score -549388.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -549388.625000 Penalty: 884.867859 Iteration 48Q: 3 clusters Score -549388.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 16227 members Entering Unmasked Estep Score: -549390.937500 Penalty: 884.867859 Iteration 49Q: 3 clusters Score -549390.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -549392.750000 Penalty: 884.867859 Iteration 50Q: 3 clusters Score -549392.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 16242 members Entering Unmasked Estep Score: -549395.312500 Penalty: 884.867859 Iteration 51Q: 3 clusters Score -549395.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -549395.625000 Penalty: 884.867859 Iteration 52Q: 3 clusters Score -549395.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 16250 members Entering Unmasked Estep Score: -549397.125000 Penalty: 884.867859 Iteration 53Q: 3 clusters Score -549397.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 16253 members Entering Unmasked Estep Score: -549399.125000 Penalty: 884.867859 Iteration 54Q: 3 clusters Score -549399.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -549403.125000 Penalty: 884.867859 Iteration 55Q: 3 clusters Score -549403.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 16273 members Entering Unmasked Estep Score: -549409.312500 Penalty: 884.867859 Iteration 56Q: 3 clusters Score -549409.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -549413.187500 Penalty: 884.867859 Iteration 57Q: 3 clusters Score -549413.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 16287 members Entering Unmasked Estep Score: -549413.375000 Penalty: 884.867859 Iteration 58Q: 3 clusters Score -549413.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 16291 members Entering Unmasked Estep Score: -549413.875000 Penalty: 884.867859 Iteration 59Q: 3 clusters Score -549413.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 16295 members Entering Unmasked Estep Score: -549413.312500 Penalty: 884.867859 Iteration 60F: 3 clusters Score -549413.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 16297 members Entering Unmasked Estep Score: -549414.062500 Penalty: 884.867859 Iteration 61Q: 3 clusters Score -549414.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 16299 members Entering Unmasked Estep Score: -549415.937500 Penalty: 884.867859 Iteration 62Q: 3 clusters Score -549415.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 16304 members Entering Unmasked Estep Score: -549417.187500 Penalty: 884.867859 Iteration 63Q: 3 clusters Score -549417.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 16309 members Entering Unmasked Estep Score: -549420.000000 Penalty: 884.867859 Iteration 64Q: 3 clusters Score -549420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -549421.937500 Penalty: 884.867859 Iteration 65Q: 3 clusters Score -549421.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 16317 members Entering Unmasked Estep Score: -549423.625000 Penalty: 884.867859 Iteration 66Q: 3 clusters Score -549423.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 16318 members Entering Unmasked Estep Score: -549424.812500 Penalty: 884.867859 Iteration 67Q: 3 clusters Score -549424.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 16320 members Entering Unmasked Estep Score: -549426.750000 Penalty: 884.867859 Iteration 68Q: 3 clusters Score -549426.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 16328 members Entering Unmasked Estep Score: -549428.875000 Penalty: 884.867859 Iteration 69Q: 3 clusters Score -549428.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -549430.500000 Penalty: 884.867859 Iteration 70Q: 3 clusters Score -549430.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 16327 members Entering Unmasked Estep Score: -549433.562500 Penalty: 884.867859 Iteration 71Q: 3 clusters Score -549433.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 16333 members Entering Unmasked Estep Score: -549435.062500 Penalty: 884.867859 Iteration 72Q: 3 clusters Score -549435.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 16344 members Entering Unmasked Estep Score: -549440.687500 Penalty: 884.867859 Iteration 73Q: 3 clusters Score -549440.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 16352 members Entering Unmasked Estep Score: -549442.812500 Penalty: 884.867859 Iteration 74Q: 3 clusters Score -549442.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 16361 members Entering Unmasked Estep Score: -549446.125000 Penalty: 884.867859 Iteration 75Q: 3 clusters Score -549446.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -549450.500000 Penalty: 884.867859 Iteration 76Q: 3 clusters Score -549450.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -549454.437500 Penalty: 884.867859 Iteration 77Q: 3 clusters Score -549454.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 16383 members Entering Unmasked Estep Score: -549456.500000 Penalty: 884.867859 Iteration 78Q: 3 clusters Score -549456.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 16385 members Entering Unmasked Estep Score: -549458.937500 Penalty: 884.867859 Iteration 79Q: 3 clusters Score -549458.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 16389 members Entering Unmasked Estep Score: -549461.250000 Penalty: 884.867859 Iteration 80F: 3 clusters Score -549461.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -549461.375000 Penalty: 884.867859 Iteration 81Q: 3 clusters Score -549461.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 16393 members Entering Unmasked Estep Score: -549461.375000 Penalty: 884.867859 Iteration 82Q: 3 clusters Score -549461.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 16393 members Entering Unmasked Estep Score: -549461.937500 Penalty: 884.867859 Iteration 83Q: 3 clusters Score -549461.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -549462.312500 Penalty: 884.867859 Iteration 84Q: 3 clusters Score -549462.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -549462.562500 Penalty: 884.867859 Iteration 85Q: 3 clusters Score -549462.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -549462.562500 Penalty: 884.867859 Iteration 86F: 3 clusters Score -549462.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34287 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7281 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4024 members Mstep: Class 14 contains 990 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5866 members Mstep: Class 17 contains 4948 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033459.250000 Penalty: 10464.873047 Iteration 159Q: 21 clusters Score -3033459 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34285 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 857 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7279 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4037 members Mstep: Class 14 contains 983 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5865 members Mstep: Class 17 contains 4947 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033458.750000 Penalty: 10464.873047 Iteration 160F: 21 clusters Score -3033459 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34279 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7279 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4050 members Mstep: Class 14 contains 978 members Mstep: Class 15 contains 498 members Mstep: Class 16 contains 5865 members Mstep: Class 17 contains 4946 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033459.500000 Penalty: 10464.873047 Iteration 161Q: 21 clusters Score -3033460 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34280 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7278 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4053 members Mstep: Class 14 contains 974 members Mstep: Class 15 contains 500 members Mstep: Class 16 contains 5863 members Mstep: Class 17 contains 4946 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4537 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033463.250000 Penalty: 10464.873047 Iteration 162Q: 21 clusters Score -3033463 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34278 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7277 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 975 members Mstep: Class 15 contains 500 members Mstep: Class 16 contains 5861 members Mstep: Class 17 contains 4947 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4538 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033457.250000 Penalty: 10464.873047 Iteration 163Q: 21 clusters Score -3033457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34276 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7277 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 976 members Mstep: Class 15 contains 500 members Mstep: Class 16 contains 5861 members Mstep: Class 17 contains 4947 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033460.250000 Penalty: 10464.873047 Iteration 164Q: 21 clusters Score -3033460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34276 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 3316 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7277 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 976 members Mstep: Class 15 contains 500 members Mstep: Class 16 contains 5861 members Mstep: Class 17 contains 4947 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 16711 members Entering Unmasked Estep ConsiderDeletion Score: -3033460.250000 Penalty: 10464.873047 Iteration 165F: 21 clusters Score -3033460 nChanged 0 Entering ConstructFrom: Score: -3033460.250000 Penalty: 10464.873047 Entering ConstructFrom: Trying to split cluster 1 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -4652.507812 Penalty: 226.754105 Iteration 0F: 2 clusters Score -4652.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -4389.372559 Penalty: 453.508209 Iteration 0F: 3 clusters Score -4389.373 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4427.408691 Penalty: 453.508209 Iteration 1F: 3 clusters Score -4427.409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4446.067871 Penalty: 453.508209 Iteration 2F: 3 clusters Score -4446.068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4454.630859 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -4454.631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4456.238281 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -4456.238 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4456.238281 Penalty: 453.508209 Iteration 5F: 3 clusters Score -4456.238 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -12184.199219 Penalty: 269.675140 Iteration 0F: 2 clusters Score -12184.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -11783.948242 Penalty: 539.350281 Iteration 0F: 3 clusters Score -11783.95 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -11872.301758 Penalty: 539.350281 Iteration 1F: 3 clusters Score -11872.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -11890.879883 Penalty: 539.350281 Iteration 2F: 3 clusters Score -11890.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11904.288086 Penalty: 539.350281 Iteration 3Q: 3 clusters Score -11904.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -11908.857422 Penalty: 539.350281 Iteration 4Q: 3 clusters Score -11908.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11913.366211 Penalty: 539.350281 Iteration 5Q: 3 clusters Score -11913.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -11917.448242 Penalty: 539.350281 Iteration 6Q: 3 clusters Score -11917.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -11917.708008 Penalty: 539.350281 Iteration 7Q: 3 clusters Score -11917.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -11917.708008 Penalty: 539.350281 Iteration 8F: 3 clusters Score -11917.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (34276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34276 members Entering Unmasked Estep Score: -1128856.750000 Penalty: 475.120117 Iteration 0F: 2 clusters Score -1128857 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -1105894.875000 Penalty: 950.240234 Iteration 0F: 3 clusters Score -1105895 nChanged 16501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -1115904.625000 Penalty: 950.240234 Iteration 1F: 3 clusters Score -1115905 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17947 members Mstep: Class 2 contains 16329 members Entering Unmasked Estep Score: -1116596.750000 Penalty: 950.240234 Iteration 2Q: 3 clusters Score -1116597 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 15823 members Entering Unmasked Estep Score: -1117599.500000 Penalty: 950.240234 Iteration 3F: 3 clusters Score -1117600 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19137 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -1119019.750000 Penalty: 950.240234 Iteration 4F: 3 clusters Score -1119020 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -1120657.000000 Penalty: 950.240234 Iteration 5F: 3 clusters Score -1120657 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20521 members Mstep: Class 2 contains 13755 members Entering Unmasked Estep Score: -1122045.125000 Penalty: 950.240234 Iteration 6F: 3 clusters Score -1122045 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20995 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -1122801.125000 Penalty: 950.240234 Iteration 7Q: 3 clusters Score -1122801 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -1123085.000000 Penalty: 950.240234 Iteration 8Q: 3 clusters Score -1123085 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21807 members Mstep: Class 2 contains 12469 members Entering Unmasked Estep Score: -1123206.625000 Penalty: 950.240234 Iteration 9Q: 3 clusters Score -1123207 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -1123310.625000 Penalty: 950.240234 Iteration 10Q: 3 clusters Score -1123311 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22702 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -1123406.875000 Penalty: 950.240234 Iteration 11Q: 3 clusters Score -1123407 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23182 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1123517.625000 Penalty: 950.240234 Iteration 12Q: 3 clusters Score -1123518 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23705 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -1123634.500000 Penalty: 950.240234 Iteration 13Q: 3 clusters Score -1123634 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24282 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1123790.375000 Penalty: 950.240234 Iteration 14Q: 3 clusters Score -1123790 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24898 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1123962.750000 Penalty: 950.240234 Iteration 15Q: 3 clusters Score -1123963 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25524 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -1124151.125000 Penalty: 950.240234 Iteration 16Q: 3 clusters Score -1124151 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26167 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -1124369.375000 Penalty: 950.240234 Iteration 17Q: 3 clusters Score -1124369 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26867 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1124629.375000 Penalty: 950.240234 Iteration 18Q: 3 clusters Score -1124629 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27635 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -1124963.125000 Penalty: 950.240234 Iteration 19Q: 3 clusters Score -1124963 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28425 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1125321.125000 Penalty: 950.240234 Iteration 20F: 3 clusters Score -1125321 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29180 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1125703.875000 Penalty: 950.240234 Iteration 21Q: 3 clusters Score -1125704 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29945 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1126124.875000 Penalty: 950.240234 Iteration 22Q: 3 clusters Score -1126125 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30698 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1126572.875000 Penalty: 950.240234 Iteration 23Q: 3 clusters Score -1126573 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31423 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1127028.625000 Penalty: 950.240234 Iteration 24Q: 3 clusters Score -1127029 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32028 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1127405.375000 Penalty: 950.240234 Iteration 25Q: 3 clusters Score -1127405 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32478 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1127682.500000 Penalty: 950.240234 Iteration 26Q: 3 clusters Score -1127682 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32870 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1127917.000000 Penalty: 950.240234 Iteration 27Q: 3 clusters Score -1127917 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33168 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1128106.500000 Penalty: 950.240234 Iteration 28Q: 3 clusters Score -1128106 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33400 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1128246.250000 Penalty: 950.240234 Iteration 29Q: 3 clusters Score -1128246 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33545 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -1128332.000000 Penalty: 950.240234 Iteration 30Q: 3 clusters Score -1128332 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33659 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1128389.125000 Penalty: 950.240234 Iteration 31Q: 3 clusters Score -1128389 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33737 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1128419.875000 Penalty: 950.240234 Iteration 32Q: 3 clusters Score -1128420 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33790 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1128441.875000 Penalty: 950.240234 Iteration 33Q: 3 clusters Score -1128442 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33834 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1128457.375000 Penalty: 950.240234 Iteration 34Q: 3 clusters Score -1128457 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33869 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1128472.375000 Penalty: 950.240234 Iteration 35Q: 3 clusters Score -1128472 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33897 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1128484.250000 Penalty: 950.240234 Iteration 36Q: 3 clusters Score -1128484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33906 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1128490.625000 Penalty: 950.240234 Iteration 37Q: 3 clusters Score -1128491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33911 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1128492.375000 Penalty: 950.240234 Iteration 38Q: 3 clusters Score -1128492 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33920 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1128494.875000 Penalty: 950.240234 Iteration 39Q: 3 clusters Score -1128495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33925 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1128498.875000 Penalty: 950.240234 Iteration 40F: 3 clusters Score -1128499 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33935 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1128502.875000 Penalty: 950.240234 Iteration 41Q: 3 clusters Score -1128503 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33944 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1128506.000000 Penalty: 950.240234 Iteration 42Q: 3 clusters Score -1128506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33956 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1128511.875000 Penalty: 950.240234 Iteration 43Q: 3 clusters Score -1128512 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33971 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1128521.500000 Penalty: 950.240234 Iteration 44Q: 3 clusters Score -1128522 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33976 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1128523.000000 Penalty: 950.240234 Iteration 45Q: 3 clusters Score -1128523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33977 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -1128524.125000 Penalty: 950.240234 Iteration 46Q: 3 clusters Score -1128524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33979 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1128524.750000 Penalty: 950.240234 Iteration 47Q: 3 clusters Score -1128525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33982 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1128525.250000 Penalty: 950.240234 Iteration 48Q: 3 clusters Score -1128525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33984 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1128525.375000 Penalty: 950.240234 Iteration 49Q: 3 clusters Score -1128525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33986 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1128524.000000 Penalty: 950.240234 Iteration 50Q: 3 clusters Score -1128524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33988 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1128525.625000 Penalty: 950.240234 Iteration 51Q: 3 clusters Score -1128526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33992 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1128528.000000 Penalty: 950.240234 Iteration 52Q: 3 clusters Score -1128528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33995 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1128531.500000 Penalty: 950.240234 Iteration 53Q: 3 clusters Score -1128532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34001 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1128534.375000 Penalty: 950.240234 Iteration 54Q: 3 clusters Score -1128534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34006 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1128535.000000 Penalty: 950.240234 Iteration 55Q: 3 clusters Score -1128535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34009 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1128536.875000 Penalty: 950.240234 Iteration 56Q: 3 clusters Score -1128537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34010 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1128537.000000 Penalty: 950.240234 Iteration 57Q: 3 clusters Score -1128537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34011 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1128538.375000 Penalty: 950.240234 Iteration 58Q: 3 clusters Score -1128538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34011 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1128538.375000 Penalty: 950.240234 Iteration 59F: 3 clusters Score -1128538 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -77266.625000 Penalty: 356.066833 Iteration 0F: 2 clusters Score -77266.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -75531.023438 Penalty: 712.133667 Iteration 0F: 3 clusters Score -75531.02 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -76109.414062 Penalty: 712.133667 Iteration 1F: 3 clusters Score -76109.41 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -76194.085938 Penalty: 712.133667 Iteration 2F: 3 clusters Score -76194.09 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -76306.421875 Penalty: 712.133667 Iteration 3F: 3 clusters Score -76306.42 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -76467.828125 Penalty: 712.133667 Iteration 4F: 3 clusters Score -76467.83 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -76625.671875 Penalty: 712.133667 Iteration 5F: 3 clusters Score -76625.67 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -76739.632812 Penalty: 712.133667 Iteration 6F: 3 clusters Score -76739.63 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -76801.273438 Penalty: 712.133667 Iteration 7Q: 3 clusters Score -76801.27 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -76844.179688 Penalty: 712.133667 Iteration 8Q: 3 clusters Score -76844.18 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -76864.867188 Penalty: 712.133667 Iteration 9Q: 3 clusters Score -76864.87 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -76878.062500 Penalty: 712.133667 Iteration 10Q: 3 clusters Score -76878.06 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -76887.906250 Penalty: 712.133667 Iteration 11Q: 3 clusters Score -76887.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -76898.210938 Penalty: 712.133667 Iteration 12Q: 3 clusters Score -76898.21 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -76908.281250 Penalty: 712.133667 Iteration 13Q: 3 clusters Score -76908.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -76924.273438 Penalty: 712.133667 Iteration 14Q: 3 clusters Score -76924.27 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -76943.445312 Penalty: 712.133667 Iteration 15Q: 3 clusters Score -76943.45 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -76959.359375 Penalty: 712.133667 Iteration 16Q: 3 clusters Score -76959.36 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -76969.593750 Penalty: 712.133667 Iteration 17Q: 3 clusters Score -76969.59 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -76978.898438 Penalty: 712.133667 Iteration 18Q: 3 clusters Score -76978.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -76984.101562 Penalty: 712.133667 Iteration 19Q: 3 clusters Score -76984.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -76989.718750 Penalty: 712.133667 Iteration 20F: 3 clusters Score -76989.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -76996.148438 Penalty: 712.133667 Iteration 21Q: 3 clusters Score -76996.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -77000.218750 Penalty: 712.133667 Iteration 22Q: 3 clusters Score -77000.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -77003.609375 Penalty: 712.133667 Iteration 23Q: 3 clusters Score -77003.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -77006.187500 Penalty: 712.133667 Iteration 24Q: 3 clusters Score -77006.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -77006.843750 Penalty: 712.133667 Iteration 25Q: 3 clusters Score -77006.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -77008.882812 Penalty: 712.133667 Iteration 26Q: 3 clusters Score -77008.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -77011.226562 Penalty: 712.133667 Iteration 27Q: 3 clusters Score -77011.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -77016.601562 Penalty: 712.133667 Iteration 28Q: 3 clusters Score -77016.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -77022.890625 Penalty: 712.133667 Iteration 29Q: 3 clusters Score -77022.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -77026.070312 Penalty: 712.133667 Iteration 30Q: 3 clusters Score -77026.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -77027.890625 Penalty: 712.133667 Iteration 31Q: 3 clusters Score -77027.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -77030.617188 Penalty: 712.133667 Iteration 32Q: 3 clusters Score -77030.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -77032.617188 Penalty: 712.133667 Iteration 33Q: 3 clusters Score -77032.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -77033.710938 Penalty: 712.133667 Iteration 34Q: 3 clusters Score -77033.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -77035.226562 Penalty: 712.133667 Iteration 35Q: 3 clusters Score -77035.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -77035.750000 Penalty: 712.133667 Iteration 36Q: 3 clusters Score -77035.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -77036.070312 Penalty: 712.133667 Iteration 37Q: 3 clusters Score -77036.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -77036.070312 Penalty: 712.133667 Iteration 38F: 3 clusters Score -77036.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Entering Unmasked Estep Score: -13200.131836 Penalty: 283.754822 Iteration 0F: 2 clusters Score -13200.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -12727.750977 Penalty: 567.509644 Iteration 0F: 3 clusters Score -12727.75 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -12842.991211 Penalty: 567.509644 Iteration 1F: 3 clusters Score -12842.99 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12872.895508 Penalty: 567.509644 Iteration 2F: 3 clusters Score -12872.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12895.716797 Penalty: 567.509644 Iteration 3Q: 3 clusters Score -12895.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12921.828125 Penalty: 567.509644 Iteration 4Q: 3 clusters Score -12921.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -12941.624023 Penalty: 567.509644 Iteration 5Q: 3 clusters Score -12941.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -12955.402344 Penalty: 567.509644 Iteration 6Q: 3 clusters Score -12955.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -12968.885742 Penalty: 567.509644 Iteration 7Q: 3 clusters Score -12968.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -12984.676758 Penalty: 567.509644 Iteration 8Q: 3 clusters Score -12984.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12995.179688 Penalty: 567.509644 Iteration 9Q: 3 clusters Score -12995.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12999.263672 Penalty: 567.509644 Iteration 10Q: 3 clusters Score -12999.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -13003.200195 Penalty: 567.509644 Iteration 11Q: 3 clusters Score -13003.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -13006.476562 Penalty: 567.509644 Iteration 12Q: 3 clusters Score -13006.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -13006.476562 Penalty: 567.509644 Iteration 13F: 3 clusters Score -13006.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (3316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Entering Unmasked Estep Score: -114921.250000 Penalty: 368.846436 Iteration 0F: 2 clusters Score -114921.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -112614.789062 Penalty: 737.692871 Iteration 0F: 3 clusters Score -112614.8 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -113664.820312 Penalty: 737.692871 Iteration 1F: 3 clusters Score -113664.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -113969.375000 Penalty: 737.692871 Iteration 2F: 3 clusters Score -113969.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -114191.085938 Penalty: 737.692871 Iteration 3F: 3 clusters Score -114191.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -114381.984375 Penalty: 737.692871 Iteration 4F: 3 clusters Score -114382 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -114544.757812 Penalty: 737.692871 Iteration 5F: 3 clusters Score -114544.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -114706.289062 Penalty: 737.692871 Iteration 6F: 3 clusters Score -114706.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -114822.078125 Penalty: 737.692871 Iteration 7Q: 3 clusters Score -114822.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -114890.039062 Penalty: 737.692871 Iteration 8Q: 3 clusters Score -114890 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -114930.101562 Penalty: 737.692871 Iteration 9Q: 3 clusters Score -114930.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -114958.289062 Penalty: 737.692871 Iteration 10Q: 3 clusters Score -114958.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -114978.921875 Penalty: 737.692871 Iteration 11Q: 3 clusters Score -114978.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -114995.804688 Penalty: 737.692871 Iteration 12Q: 3 clusters Score -114995.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -115003.859375 Penalty: 737.692871 Iteration 13Q: 3 clusters Score -115003.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -115011.445312 Penalty: 737.692871 Iteration 14Q: 3 clusters Score -115011.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -115016.664062 Penalty: 737.692871 Iteration 15Q: 3 clusters Score -115016.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -115022.601562 Penalty: 737.692871 Iteration 16Q: 3 clusters Score -115022.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -115030.335938 Penalty: 737.692871 Iteration 17Q: 3 clusters Score -115030.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -115035.023438 Penalty: 737.692871 Iteration 18Q: 3 clusters Score -115035 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115037.156250 Penalty: 737.692871 Iteration 19Q: 3 clusters Score -115037.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -115041.156250 Penalty: 737.692871 Iteration 20F: 3 clusters Score -115041.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -115043.203125 Penalty: 737.692871 Iteration 21Q: 3 clusters Score -115043.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -115044.664062 Penalty: 737.692871 Iteration 22Q: 3 clusters Score -115044.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -115045.210938 Penalty: 737.692871 Iteration 23Q: 3 clusters Score -115045.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -115045.414062 Penalty: 737.692871 Iteration 24Q: 3 clusters Score -115045.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -115045.414062 Penalty: 737.692871 Iteration 25F: 3 clusters Score -115045.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 34276 members Mstep: Class 4 contains 2504 members Mstep: Class 5 contains 511 members Mstep: Class 6 contains 2861 members Mstep: Class 7 contains 200 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 7277 members Mstep: Class 11 contains 742 members Mstep: Class 12 contains 7912 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 976 members Mstep: Class 15 contains 500 members Mstep: Class 16 contains 5861 members Mstep: Class 17 contains 4947 members Mstep: Class 18 contains 1002 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 16711 members Mstep: Class 21 contains 455 members Entering Unmasked Estep Score: -3033430.500000 Penalty: 10988.117188 Splitting cluster 6 changes total score from -3033460.250000 to -3033430.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Entering Unmasked Estep Score: -6097.244629 Penalty: 241.073441 Iteration 0F: 2 clusters Score -6097.245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -5804.967773 Penalty: 482.146881 Iteration 0F: 3 clusters Score -5804.968 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -5872.317871 Penalty: 482.146881 Iteration 1F: 3 clusters Score -5872.318 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -5898.148438 Penalty: 482.146881 Iteration 2F: 3 clusters Score -5898.148 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -5927.397949 Penalty: 482.146881 Iteration 3F: 3 clusters Score -5927.398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -5944.081543 Penalty: 482.146881 Iteration 4Q: 3 clusters Score -5944.082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -5962.018066 Penalty: 482.146881 Iteration 5Q: 3 clusters Score -5962.018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -5971.986328 Penalty: 482.146881 Iteration 6Q: 3 clusters Score -5971.986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -5978.144531 Penalty: 482.146881 Iteration 7Q: 3 clusters Score -5978.145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -5984.110840 Penalty: 482.146881 Iteration 8Q: 3 clusters Score -5984.111 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -5985.720215 Penalty: 482.146881 Iteration 9Q: 3 clusters Score -5985.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -5985.720215 Penalty: 482.146881 Iteration 10F: 3 clusters Score -5985.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Entering Unmasked Estep Score: -30057.976562 Penalty: 307.228302 Iteration 0F: 2 clusters Score -30057.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -29335.289062 Penalty: 614.456604 Iteration 0F: 3 clusters Score -29335.29 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -29507.437500 Penalty: 614.456604 Iteration 1F: 3 clusters Score -29507.44 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29554.244141 Penalty: 614.456604 Iteration 2F: 3 clusters Score -29554.24 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -29580.984375 Penalty: 614.456604 Iteration 3F: 3 clusters Score -29580.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -29592.722656 Penalty: 614.456604 Iteration 4Q: 3 clusters Score -29592.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -29600.277344 Penalty: 614.456604 Iteration 5Q: 3 clusters Score -29600.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -29604.089844 Penalty: 614.456604 Iteration 6Q: 3 clusters Score -29604.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -29608.062500 Penalty: 614.456604 Iteration 7Q: 3 clusters Score -29608.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -29612.248047 Penalty: 614.456604 Iteration 8Q: 3 clusters Score -29612.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -29614.732422 Penalty: 614.456604 Iteration 9Q: 3 clusters Score -29614.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -29617.015625 Penalty: 614.456604 Iteration 10Q: 3 clusters Score -29617.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -29621.408203 Penalty: 614.456604 Iteration 11Q: 3 clusters Score -29621.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -29627.755859 Penalty: 614.456604 Iteration 12Q: 3 clusters Score -29627.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -29632.654297 Penalty: 614.456604 Iteration 13Q: 3 clusters Score -29632.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -29636.523438 Penalty: 614.456604 Iteration 14Q: 3 clusters Score -29636.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29639.093750 Penalty: 614.456604 Iteration 15Q: 3 clusters Score -29639.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -29640.369141 Penalty: 614.456604 Iteration 16Q: 3 clusters Score -29640.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -29641.164062 Penalty: 614.456604 Iteration 17Q: 3 clusters Score -29641.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -29642.376953 Penalty: 614.456604 Iteration 18Q: 3 clusters Score -29642.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29645.523438 Penalty: 614.456604 Iteration 19Q: 3 clusters Score -29645.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29647.314453 Penalty: 614.456604 Iteration 20F: 3 clusters Score -29647.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -29648.966797 Penalty: 614.456604 Iteration 21Q: 3 clusters Score -29648.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -29654.289062 Penalty: 614.456604 Iteration 22Q: 3 clusters Score -29654.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -29660.806641 Penalty: 614.456604 Iteration 23Q: 3 clusters Score -29660.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29667.326172 Penalty: 614.456604 Iteration 24Q: 3 clusters Score -29667.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29670.697266 Penalty: 614.456604 Iteration 25Q: 3 clusters Score -29670.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -29673.638672 Penalty: 614.456604 Iteration 26Q: 3 clusters Score -29673.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -29678.226562 Penalty: 614.456604 Iteration 27Q: 3 clusters Score -29678.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -29682.685547 Penalty: 614.456604 Iteration 28Q: 3 clusters Score -29682.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -29685.005859 Penalty: 614.456604 Iteration 29Q: 3 clusters Score -29685.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -29690.328125 Penalty: 614.456604 Iteration 30Q: 3 clusters Score -29690.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -29696.394531 Penalty: 614.456604 Iteration 31Q: 3 clusters Score -29696.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -29702.791016 Penalty: 614.456604 Iteration 32Q: 3 clusters Score -29702.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -29707.433594 Penalty: 614.456604 Iteration 33Q: 3 clusters Score -29707.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -29711.537109 Penalty: 614.456604 Iteration 34Q: 3 clusters Score -29711.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -29717.109375 Penalty: 614.456604 Iteration 35Q: 3 clusters Score -29717.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29719.046875 Penalty: 614.456604 Iteration 36Q: 3 clusters Score -29719.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -29721.484375 Penalty: 614.456604 Iteration 37Q: 3 clusters Score -29721.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -29724.888672 Penalty: 614.456604 Iteration 38Q: 3 clusters Score -29724.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29732.001953 Penalty: 614.456604 Iteration 39Q: 3 clusters Score -29732 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -29739.740234 Penalty: 614.456604 Iteration 40F: 3 clusters Score -29739.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -29750.326172 Penalty: 614.456604 Iteration 41Q: 3 clusters Score -29750.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29754.746094 Penalty: 614.456604 Iteration 42Q: 3 clusters Score -29754.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29757.970703 Penalty: 614.456604 Iteration 43Q: 3 clusters Score -29757.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29762.810547 Penalty: 614.456604 Iteration 44Q: 3 clusters Score -29762.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29772.279297 Penalty: 614.456604 Iteration 45Q: 3 clusters Score -29772.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29776.996094 Penalty: 614.456604 Iteration 46Q: 3 clusters Score -29777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -29781.988281 Penalty: 614.456604 Iteration 47Q: 3 clusters Score -29781.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29784.972656 Penalty: 614.456604 Iteration 48Q: 3 clusters Score -29784.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29784.972656 Penalty: 614.456604 Iteration 49F: 3 clusters Score -29784.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Entering Unmasked Estep Score: -66916.148438 Penalty: 345.635834 Iteration 0F: 2 clusters Score -66916.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -65476.632812 Penalty: 691.271667 Iteration 0F: 3 clusters Score -65476.63 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -65950.203125 Penalty: 691.271667 Iteration 1F: 3 clusters Score -65950.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -66054.140625 Penalty: 691.271667 Iteration 2F: 3 clusters Score -66054.14 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -66136.328125 Penalty: 691.271667 Iteration 3F: 3 clusters Score -66136.33 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -66223.734375 Penalty: 691.271667 Iteration 4F: 3 clusters Score -66223.73 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -66313.132812 Penalty: 691.271667 Iteration 5F: 3 clusters Score -66313.13 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -66379.992188 Penalty: 691.271667 Iteration 6F: 3 clusters Score -66379.99 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -66410.765625 Penalty: 691.271667 Iteration 7Q: 3 clusters Score -66410.77 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -66425.890625 Penalty: 691.271667 Iteration 8Q: 3 clusters Score -66425.89 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -66437.679688 Penalty: 691.271667 Iteration 9Q: 3 clusters Score -66437.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -66443.156250 Penalty: 691.271667 Iteration 10Q: 3 clusters Score -66443.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -66448.484375 Penalty: 691.271667 Iteration 11Q: 3 clusters Score -66448.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -66452.867188 Penalty: 691.271667 Iteration 12Q: 3 clusters Score -66452.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -66457.484375 Penalty: 691.271667 Iteration 13Q: 3 clusters Score -66457.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -66461.875000 Penalty: 691.271667 Iteration 14Q: 3 clusters Score -66461.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -66466.335938 Penalty: 691.271667 Iteration 15Q: 3 clusters Score -66466.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -66471.500000 Penalty: 691.271667 Iteration 16Q: 3 clusters Score -66471.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -66473.937500 Penalty: 691.271667 Iteration 17Q: 3 clusters Score -66473.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -66476.507812 Penalty: 691.271667 Iteration 18Q: 3 clusters Score -66476.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -66477.695312 Penalty: 691.271667 Iteration 19Q: 3 clusters Score -66477.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -66480.562500 Penalty: 691.271667 Iteration 20F: 3 clusters Score -66480.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -66483.851562 Penalty: 691.271667 Iteration 21Q: 3 clusters Score -66483.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -66486.468750 Penalty: 691.271667 Iteration 22Q: 3 clusters Score -66486.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -66489.687500 Penalty: 691.271667 Iteration 23Q: 3 clusters Score -66489.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -66494.007812 Penalty: 691.271667 Iteration 24Q: 3 clusters Score -66494.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -66497.671875 Penalty: 691.271667 Iteration 25Q: 3 clusters Score -66497.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -66502.875000 Penalty: 691.271667 Iteration 26Q: 3 clusters Score -66502.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -66510.976562 Penalty: 691.271667 Iteration 27Q: 3 clusters Score -66510.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -66523.820312 Penalty: 691.271667 Iteration 28Q: 3 clusters Score -66523.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -66535.203125 Penalty: 691.271667 Iteration 29Q: 3 clusters Score -66535.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -66546.476562 Penalty: 691.271667 Iteration 30Q: 3 clusters Score -66546.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -66555.820312 Penalty: 691.271667 Iteration 31Q: 3 clusters Score -66555.82 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -66566.218750 Penalty: 691.271667 Iteration 32Q: 3 clusters Score -66566.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -66574.804688 Penalty: 691.271667 Iteration 33Q: 3 clusters Score -66574.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -66584.843750 Penalty: 691.271667 Iteration 34Q: 3 clusters Score -66584.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -66590.648438 Penalty: 691.271667 Iteration 35Q: 3 clusters Score -66590.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -66598.406250 Penalty: 691.271667 Iteration 36Q: 3 clusters Score -66598.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -66613.593750 Penalty: 691.271667 Iteration 37Q: 3 clusters Score -66613.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -66625.015625 Penalty: 691.271667 Iteration 38Q: 3 clusters Score -66625.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -66636.328125 Penalty: 691.271667 Iteration 39Q: 3 clusters Score -66636.33 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -66650.187500 Penalty: 691.271667 Iteration 40F: 3 clusters Score -66650.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -66661.664062 Penalty: 691.271667 Iteration 41Q: 3 clusters Score -66661.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -66667.835938 Penalty: 691.271667 Iteration 42Q: 3 clusters Score -66667.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -66673.585938 Penalty: 691.271667 Iteration 43Q: 3 clusters Score -66673.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -66678.070312 Penalty: 691.271667 Iteration 44Q: 3 clusters Score -66678.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -66679.484375 Penalty: 691.271667 Iteration 45Q: 3 clusters Score -66679.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -66679.703125 Penalty: 691.271667 Iteration 46Q: 3 clusters Score -66679.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -66679.796875 Penalty: 691.271667 Iteration 47Q: 3 clusters Score -66679.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -66679.796875 Penalty: 691.271667 Iteration 48F: 3 clusters Score -66679.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Entering Unmasked Estep Score: -252483.453125 Penalty: 404.607574 Iteration 0F: 2 clusters Score -252483.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -247630.875000 Penalty: 809.215149 Iteration 0F: 3 clusters Score -247630.9 nChanged 3331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -249701.171875 Penalty: 809.215149 Iteration 1F: 3 clusters Score -249701.2 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -250091.296875 Penalty: 809.215149 Iteration 2F: 3 clusters Score -250091.3 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -250504.562500 Penalty: 809.215149 Iteration 3F: 3 clusters Score -250504.6 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -250945.703125 Penalty: 809.215149 Iteration 4F: 3 clusters Score -250945.7 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -251321.421875 Penalty: 809.215149 Iteration 5F: 3 clusters Score -251321.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -251583.984375 Penalty: 809.215149 Iteration 6Q: 3 clusters Score -251584 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -251743.968750 Penalty: 809.215149 Iteration 7Q: 3 clusters Score -251744 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -251842.875000 Penalty: 809.215149 Iteration 8Q: 3 clusters Score -251842.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -251908.375000 Penalty: 809.215149 Iteration 9Q: 3 clusters Score -251908.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -251942.500000 Penalty: 809.215149 Iteration 10Q: 3 clusters Score -251942.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -251974.281250 Penalty: 809.215149 Iteration 11Q: 3 clusters Score -251974.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -251995.718750 Penalty: 809.215149 Iteration 12Q: 3 clusters Score -251995.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -252012.328125 Penalty: 809.215149 Iteration 13Q: 3 clusters Score -252012.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -252026.781250 Penalty: 809.215149 Iteration 14Q: 3 clusters Score -252026.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -252036.406250 Penalty: 809.215149 Iteration 15Q: 3 clusters Score -252036.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -252044.468750 Penalty: 809.215149 Iteration 16Q: 3 clusters Score -252044.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -252052.453125 Penalty: 809.215149 Iteration 17Q: 3 clusters Score -252052.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -252063.281250 Penalty: 809.215149 Iteration 18Q: 3 clusters Score -252063.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -252071.500000 Penalty: 809.215149 Iteration 19Q: 3 clusters Score -252071.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -252080.234375 Penalty: 809.215149 Iteration 20F: 3 clusters Score -252080.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -252086.203125 Penalty: 809.215149 Iteration 21Q: 3 clusters Score -252086.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -252092.937500 Penalty: 809.215149 Iteration 22Q: 3 clusters Score -252092.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -252101.796875 Penalty: 809.215149 Iteration 23Q: 3 clusters Score -252101.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -252107.531250 Penalty: 809.215149 Iteration 24Q: 3 clusters Score -252107.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -252113.546875 Penalty: 809.215149 Iteration 25Q: 3 clusters Score -252113.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -252121.343750 Penalty: 809.215149 Iteration 26Q: 3 clusters Score -252121.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -252126.875000 Penalty: 809.215149 Iteration 27Q: 3 clusters Score -252126.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -252128.640625 Penalty: 809.215149 Iteration 28Q: 3 clusters Score -252128.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -252129.890625 Penalty: 809.215149 Iteration 29Q: 3 clusters Score -252129.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -252131.453125 Penalty: 809.215149 Iteration 30Q: 3 clusters Score -252131.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -252133.359375 Penalty: 809.215149 Iteration 31Q: 3 clusters Score -252133.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -252135.875000 Penalty: 809.215149 Iteration 32Q: 3 clusters Score -252135.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -252137.187500 Penalty: 809.215149 Iteration 33Q: 3 clusters Score -252137.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -252137.859375 Penalty: 809.215149 Iteration 34Q: 3 clusters Score -252137.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -252139.171875 Penalty: 809.215149 Iteration 35Q: 3 clusters Score -252139.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -252139.562500 Penalty: 809.215149 Iteration 36Q: 3 clusters Score -252139.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -252141.687500 Penalty: 809.215149 Iteration 37Q: 3 clusters Score -252141.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -252142.593750 Penalty: 809.215149 Iteration 38Q: 3 clusters Score -252142.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -252143.109375 Penalty: 809.215149 Iteration 39Q: 3 clusters Score -252143.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -252143.984375 Penalty: 809.215149 Iteration 40F: 3 clusters Score -252144 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -252144.609375 Penalty: 809.215149 Iteration 41Q: 3 clusters Score -252144.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -252144.671875 Penalty: 809.215149 Iteration 42Q: 3 clusters Score -252144.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -252146.015625 Penalty: 809.215149 Iteration 43Q: 3 clusters Score -252146 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -252145.906250 Penalty: 809.215149 Iteration 44Q: 3 clusters Score -252145.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -252146.218750 Penalty: 809.215149 Iteration 45Q: 3 clusters Score -252146.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -252146.218750 Penalty: 809.215149 Iteration 46F: 3 clusters Score -252146.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Entering Unmasked Estep Score: -26656.685547 Penalty: 300.725403 Iteration 0F: 2 clusters Score -26656.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -26005.546875 Penalty: 601.450806 Iteration 0F: 3 clusters Score -26005.55 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -26156.652344 Penalty: 601.450806 Iteration 1F: 3 clusters Score -26156.65 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -26196.156250 Penalty: 601.450806 Iteration 2F: 3 clusters Score -26196.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -26220.265625 Penalty: 601.450806 Iteration 3F: 3 clusters Score -26220.27 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -26239.802734 Penalty: 601.450806 Iteration 4Q: 3 clusters Score -26239.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -26255.527344 Penalty: 601.450806 Iteration 5Q: 3 clusters Score -26255.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -26271.115234 Penalty: 601.450806 Iteration 6Q: 3 clusters Score -26271.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -26285.964844 Penalty: 601.450806 Iteration 7Q: 3 clusters Score -26285.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -26297.908203 Penalty: 601.450806 Iteration 8Q: 3 clusters Score -26297.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26306.271484 Penalty: 601.450806 Iteration 9Q: 3 clusters Score -26306.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26312.740234 Penalty: 601.450806 Iteration 10Q: 3 clusters Score -26312.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -26317.425781 Penalty: 601.450806 Iteration 11Q: 3 clusters Score -26317.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -26321.875000 Penalty: 601.450806 Iteration 12Q: 3 clusters Score -26321.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -26323.982422 Penalty: 601.450806 Iteration 13Q: 3 clusters Score -26323.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26324.230469 Penalty: 601.450806 Iteration 14Q: 3 clusters Score -26324.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -26324.597656 Penalty: 601.450806 Iteration 15Q: 3 clusters Score -26324.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -26324.888672 Penalty: 601.450806 Iteration 16Q: 3 clusters Score -26324.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -26325.126953 Penalty: 601.450806 Iteration 17Q: 3 clusters Score -26325.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -26325.126953 Penalty: 601.450806 Iteration 18F: 3 clusters Score -26325.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Entering Unmasked Estep Score: -281411.250000 Penalty: 408.414185 Iteration 0F: 2 clusters Score -281411.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -276107.843750 Penalty: 816.828369 Iteration 0F: 3 clusters Score -276107.8 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -278124.625000 Penalty: 816.828369 Iteration 1F: 3 clusters Score -278124.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -278232.062500 Penalty: 816.828369 Iteration 2Q: 3 clusters Score -278232.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -278335.468750 Penalty: 816.828369 Iteration 3Q: 3 clusters Score -278335.5 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -278445.531250 Penalty: 816.828369 Iteration 4Q: 3 clusters Score -278445.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -278574.000000 Penalty: 816.828369 Iteration 5Q: 3 clusters Score -278574 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -278710.093750 Penalty: 816.828369 Iteration 6Q: 3 clusters Score -278710.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -278900.437500 Penalty: 816.828369 Iteration 7F: 3 clusters Score -278900.4 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -279170.562500 Penalty: 816.828369 Iteration 8F: 3 clusters Score -279170.6 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -279536.000000 Penalty: 816.828369 Iteration 9F: 3 clusters Score -279536 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -280007.468750 Penalty: 816.828369 Iteration 10F: 3 clusters Score -280007.5 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -280432.562500 Penalty: 816.828369 Iteration 11F: 3 clusters Score -280432.6 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -280725.531250 Penalty: 816.828369 Iteration 12Q: 3 clusters Score -280725.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -280884.812500 Penalty: 816.828369 Iteration 13Q: 3 clusters Score -280884.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -280969.000000 Penalty: 816.828369 Iteration 14Q: 3 clusters Score -280969 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -281009.656250 Penalty: 816.828369 Iteration 15Q: 3 clusters Score -281009.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -281042.312500 Penalty: 816.828369 Iteration 16Q: 3 clusters Score -281042.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -281060.625000 Penalty: 816.828369 Iteration 17Q: 3 clusters Score -281060.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -281071.250000 Penalty: 816.828369 Iteration 18Q: 3 clusters Score -281071.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -281074.968750 Penalty: 816.828369 Iteration 19Q: 3 clusters Score -281075 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -281079.718750 Penalty: 816.828369 Iteration 20F: 3 clusters Score -281079.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -281086.750000 Penalty: 816.828369 Iteration 21Q: 3 clusters Score -281086.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -281088.812500 Penalty: 816.828369 Iteration 22Q: 3 clusters Score -281088.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -281091.937500 Penalty: 816.828369 Iteration 23Q: 3 clusters Score -281091.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -281094.062500 Penalty: 816.828369 Iteration 24Q: 3 clusters Score -281094.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -281094.218750 Penalty: 816.828369 Iteration 25Q: 3 clusters Score -281094.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -281094.218750 Penalty: 816.828369 Iteration 26F: 3 clusters Score -281094.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Entering Unmasked Estep Score: -138318.515625 Penalty: 378.000610 Iteration 0F: 2 clusters Score -138318.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -135548.140625 Penalty: 756.001221 Iteration 0F: 3 clusters Score -135548.1 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -136693.062500 Penalty: 756.001221 Iteration 1F: 3 clusters Score -136693.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -136890.062500 Penalty: 756.001221 Iteration 2F: 3 clusters Score -136890.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -137033.468750 Penalty: 756.001221 Iteration 3F: 3 clusters Score -137033.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -137144.562500 Penalty: 756.001221 Iteration 4F: 3 clusters Score -137144.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -137234.609375 Penalty: 756.001221 Iteration 5Q: 3 clusters Score -137234.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -137331.656250 Penalty: 756.001221 Iteration 6Q: 3 clusters Score -137331.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -137430.031250 Penalty: 756.001221 Iteration 7Q: 3 clusters Score -137430 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -137510.000000 Penalty: 756.001221 Iteration 8Q: 3 clusters Score -137510 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -137556.015625 Penalty: 756.001221 Iteration 9Q: 3 clusters Score -137556 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -137579.296875 Penalty: 756.001221 Iteration 10Q: 3 clusters Score -137579.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -137593.578125 Penalty: 756.001221 Iteration 11Q: 3 clusters Score -137593.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -137600.859375 Penalty: 756.001221 Iteration 12Q: 3 clusters Score -137600.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -137605.843750 Penalty: 756.001221 Iteration 13Q: 3 clusters Score -137605.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -137611.875000 Penalty: 756.001221 Iteration 14Q: 3 clusters Score -137611.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -137614.562500 Penalty: 756.001221 Iteration 15Q: 3 clusters Score -137614.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -137619.031250 Penalty: 756.001221 Iteration 16Q: 3 clusters Score -137619 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -137623.484375 Penalty: 756.001221 Iteration 17Q: 3 clusters Score -137623.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -137629.812500 Penalty: 756.001221 Iteration 18Q: 3 clusters Score -137629.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -137634.500000 Penalty: 756.001221 Iteration 19Q: 3 clusters Score -137634.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -137639.203125 Penalty: 756.001221 Iteration 20F: 3 clusters Score -137639.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -137648.921875 Penalty: 756.001221 Iteration 21Q: 3 clusters Score -137648.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -137662.390625 Penalty: 756.001221 Iteration 22Q: 3 clusters Score -137662.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -137672.906250 Penalty: 756.001221 Iteration 23Q: 3 clusters Score -137672.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -137681.890625 Penalty: 756.001221 Iteration 24Q: 3 clusters Score -137681.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -137689.093750 Penalty: 756.001221 Iteration 25Q: 3 clusters Score -137689.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -137696.265625 Penalty: 756.001221 Iteration 26Q: 3 clusters Score -137696.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -137702.484375 Penalty: 756.001221 Iteration 27Q: 3 clusters Score -137702.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -137707.984375 Penalty: 756.001221 Iteration 28Q: 3 clusters Score -137708 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -137713.218750 Penalty: 756.001221 Iteration 29Q: 3 clusters Score -137713.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -137717.531250 Penalty: 756.001221 Iteration 30Q: 3 clusters Score -137717.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -137721.140625 Penalty: 756.001221 Iteration 31Q: 3 clusters Score -137721.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -137726.046875 Penalty: 756.001221 Iteration 32Q: 3 clusters Score -137726 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -137730.031250 Penalty: 756.001221 Iteration 33Q: 3 clusters Score -137730 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -137732.375000 Penalty: 756.001221 Iteration 34Q: 3 clusters Score -137732.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -137733.812500 Penalty: 756.001221 Iteration 35Q: 3 clusters Score -137733.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -137736.203125 Penalty: 756.001221 Iteration 36Q: 3 clusters Score -137736.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -137738.640625 Penalty: 756.001221 Iteration 37Q: 3 clusters Score -137738.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -137740.093750 Penalty: 756.001221 Iteration 38Q: 3 clusters Score -137740.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -137742.156250 Penalty: 756.001221 Iteration 39Q: 3 clusters Score -137742.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -137745.125000 Penalty: 756.001221 Iteration 40F: 3 clusters Score -137745.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -137746.234375 Penalty: 756.001221 Iteration 41Q: 3 clusters Score -137746.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -137747.046875 Penalty: 756.001221 Iteration 42Q: 3 clusters Score -137747 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -137747.796875 Penalty: 756.001221 Iteration 43Q: 3 clusters Score -137747.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -137748.187500 Penalty: 756.001221 Iteration 44Q: 3 clusters Score -137748.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -137748.500000 Penalty: 756.001221 Iteration 45Q: 3 clusters Score -137748.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -137748.734375 Penalty: 756.001221 Iteration 46Q: 3 clusters Score -137748.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -137749.125000 Penalty: 756.001221 Iteration 47Q: 3 clusters Score -137749.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -137750.078125 Penalty: 756.001221 Iteration 48Q: 3 clusters Score -137750.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -137751.046875 Penalty: 756.001221 Iteration 49Q: 3 clusters Score -137751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -137752.109375 Penalty: 756.001221 Iteration 50Q: 3 clusters Score -137752.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -137752.859375 Penalty: 756.001221 Iteration 51Q: 3 clusters Score -137752.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -137753.171875 Penalty: 756.001221 Iteration 52Q: 3 clusters Score -137753.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -137753.328125 Penalty: 756.001221 Iteration 53Q: 3 clusters Score -137753.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -137754.296875 Penalty: 756.001221 Iteration 54Q: 3 clusters Score -137754.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -137755.093750 Penalty: 756.001221 Iteration 55Q: 3 clusters Score -137755.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -137755.546875 Penalty: 756.001221 Iteration 56Q: 3 clusters Score -137755.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -137755.671875 Penalty: 756.001221 Iteration 57Q: 3 clusters Score -137755.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -137755.781250 Penalty: 756.001221 Iteration 58Q: 3 clusters Score -137755.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -137755.640625 Penalty: 756.001221 Iteration 59Q: 3 clusters Score -137755.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -137755.640625 Penalty: 756.001221 Iteration 60F: 3 clusters Score -137755.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -31716.236328 Penalty: 313.197540 Iteration 0F: 2 clusters Score -31716.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -30937.695312 Penalty: 626.395081 Iteration 0F: 3 clusters Score -30937.7 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -31262.925781 Penalty: 626.395081 Iteration 1F: 3 clusters Score -31262.93 nChanged 81 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: -31326.644531 Penalty: 626.395081 Iteration 2F: 3 clusters Score -31326.64 nChanged 43 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: -31351.148438 Penalty: 626.395081 Iteration 3Q: 3 clusters Score -31351.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -31364.072266 Penalty: 626.395081 Iteration 4Q: 3 clusters Score -31364.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -31372.636719 Penalty: 626.395081 Iteration 5Q: 3 clusters Score -31372.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -31385.332031 Penalty: 626.395081 Iteration 6Q: 3 clusters Score -31385.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -31404.601562 Penalty: 626.395081 Iteration 7Q: 3 clusters Score -31404.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -31425.609375 Penalty: 626.395081 Iteration 8Q: 3 clusters Score -31425.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -31443.429688 Penalty: 626.395081 Iteration 9Q: 3 clusters Score -31443.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -31453.027344 Penalty: 626.395081 Iteration 10Q: 3 clusters Score -31453.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -31459.154297 Penalty: 626.395081 Iteration 11Q: 3 clusters Score -31459.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -31463.750000 Penalty: 626.395081 Iteration 12Q: 3 clusters Score -31463.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -31466.070312 Penalty: 626.395081 Iteration 13Q: 3 clusters Score -31466.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -31466.917969 Penalty: 626.395081 Iteration 14Q: 3 clusters Score -31466.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -31468.435547 Penalty: 626.395081 Iteration 15Q: 3 clusters Score -31468.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -31468.806641 Penalty: 626.395081 Iteration 16Q: 3 clusters Score -31468.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -31468.806641 Penalty: 626.395081 Iteration 17F: 3 clusters Score -31468.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Entering Unmasked Estep Score: -12208.523438 Penalty: 282.764679 Iteration 0F: 2 clusters Score -12208.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -11724.949219 Penalty: 565.529358 Iteration 0F: 3 clusters Score -11724.95 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -11854.523438 Penalty: 565.529358 Iteration 1F: 3 clusters Score -11854.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11889.140625 Penalty: 565.529358 Iteration 2F: 3 clusters Score -11889.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11906.950195 Penalty: 565.529358 Iteration 3F: 3 clusters Score -11906.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -11919.643555 Penalty: 565.529358 Iteration 4Q: 3 clusters Score -11919.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -11932.261719 Penalty: 565.529358 Iteration 5Q: 3 clusters Score -11932.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11948.023438 Penalty: 565.529358 Iteration 6Q: 3 clusters Score -11948.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -11958.195312 Penalty: 565.529358 Iteration 7Q: 3 clusters Score -11958.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11965.794922 Penalty: 565.529358 Iteration 8Q: 3 clusters Score -11965.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -11975.605469 Penalty: 565.529358 Iteration 9Q: 3 clusters Score -11975.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -11981.750977 Penalty: 565.529358 Iteration 10Q: 3 clusters Score -11981.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11991.697266 Penalty: 565.529358 Iteration 11Q: 3 clusters Score -11991.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -11996.288086 Penalty: 565.529358 Iteration 12Q: 3 clusters Score -11996.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11997.426758 Penalty: 565.529358 Iteration 13Q: 3 clusters Score -11997.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -12000.086914 Penalty: 565.529358 Iteration 14Q: 3 clusters Score -12000.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -12000.997070 Penalty: 565.529358 Iteration 15Q: 3 clusters Score -12001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -12001.922852 Penalty: 565.529358 Iteration 16Q: 3 clusters Score -12001.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -12001.922852 Penalty: 565.529358 Iteration 17F: 3 clusters Score -12001.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Entering Unmasked Estep Score: -189731.906250 Penalty: 394.761444 Iteration 0F: 2 clusters Score -189731.9 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 2925 members Entering Unmasked Estep Score: -185782.546875 Penalty: 789.522888 Iteration 0F: 3 clusters Score -185782.5 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -187257.078125 Penalty: 789.522888 Iteration 1F: 3 clusters Score -187257.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -187355.937500 Penalty: 789.522888 Iteration 2Q: 3 clusters Score -187355.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -187437.968750 Penalty: 789.522888 Iteration 3Q: 3 clusters Score -187438 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -187504.390625 Penalty: 789.522888 Iteration 4Q: 3 clusters Score -187504.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -187552.390625 Penalty: 789.522888 Iteration 5Q: 3 clusters Score -187552.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -187591.078125 Penalty: 789.522888 Iteration 6Q: 3 clusters Score -187591.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -187628.328125 Penalty: 789.522888 Iteration 7Q: 3 clusters Score -187628.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -187652.687500 Penalty: 789.522888 Iteration 8Q: 3 clusters Score -187652.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -187681.609375 Penalty: 789.522888 Iteration 9Q: 3 clusters Score -187681.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -187716.296875 Penalty: 789.522888 Iteration 10Q: 3 clusters Score -187716.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -187753.343750 Penalty: 789.522888 Iteration 11Q: 3 clusters Score -187753.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -187792.281250 Penalty: 789.522888 Iteration 12Q: 3 clusters Score -187792.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -187851.109375 Penalty: 789.522888 Iteration 13Q: 3 clusters Score -187851.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -187940.421875 Penalty: 789.522888 Iteration 14Q: 3 clusters Score -187940.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -188072.265625 Penalty: 789.522888 Iteration 15Q: 3 clusters Score -188072.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -188241.609375 Penalty: 789.522888 Iteration 16Q: 3 clusters Score -188241.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -188399.281250 Penalty: 789.522888 Iteration 17Q: 3 clusters Score -188399.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -188539.406250 Penalty: 789.522888 Iteration 18Q: 3 clusters Score -188539.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -188644.468750 Penalty: 789.522888 Iteration 19Q: 3 clusters Score -188644.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -188713.406250 Penalty: 789.522888 Iteration 20F: 3 clusters Score -188713.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -188763.796875 Penalty: 789.522888 Iteration 21Q: 3 clusters Score -188763.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -188797.265625 Penalty: 789.522888 Iteration 22Q: 3 clusters Score -188797.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -188823.859375 Penalty: 789.522888 Iteration 23Q: 3 clusters Score -188823.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -188852.625000 Penalty: 789.522888 Iteration 24Q: 3 clusters Score -188852.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -188879.187500 Penalty: 789.522888 Iteration 25Q: 3 clusters Score -188879.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -188905.906250 Penalty: 789.522888 Iteration 26Q: 3 clusters Score -188905.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -188938.515625 Penalty: 789.522888 Iteration 27Q: 3 clusters Score -188938.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -188966.218750 Penalty: 789.522888 Iteration 28Q: 3 clusters Score -188966.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -189005.062500 Penalty: 789.522888 Iteration 29Q: 3 clusters Score -189005.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -189040.859375 Penalty: 789.522888 Iteration 30Q: 3 clusters Score -189040.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -189072.265625 Penalty: 789.522888 Iteration 31Q: 3 clusters Score -189072.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -189107.703125 Penalty: 789.522888 Iteration 32Q: 3 clusters Score -189107.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -189141.218750 Penalty: 789.522888 Iteration 33Q: 3 clusters Score -189141.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -189174.546875 Penalty: 789.522888 Iteration 34Q: 3 clusters Score -189174.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -189207.562500 Penalty: 789.522888 Iteration 35Q: 3 clusters Score -189207.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -189234.578125 Penalty: 789.522888 Iteration 36Q: 3 clusters Score -189234.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -189263.421875 Penalty: 789.522888 Iteration 37Q: 3 clusters Score -189263.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -189284.796875 Penalty: 789.522888 Iteration 38Q: 3 clusters Score -189284.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -189305.171875 Penalty: 789.522888 Iteration 39Q: 3 clusters Score -189305.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -189325.953125 Penalty: 789.522888 Iteration 40F: 3 clusters Score -189326 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -189334.812500 Penalty: 789.522888 Iteration 41Q: 3 clusters Score -189334.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -189343.359375 Penalty: 789.522888 Iteration 42Q: 3 clusters Score -189343.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -189349.734375 Penalty: 789.522888 Iteration 43Q: 3 clusters Score -189349.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -189355.203125 Penalty: 789.522888 Iteration 44Q: 3 clusters Score -189355.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -189359.937500 Penalty: 789.522888 Iteration 45Q: 3 clusters Score -189359.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -189365.781250 Penalty: 789.522888 Iteration 46Q: 3 clusters Score -189365.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -189369.140625 Penalty: 789.522888 Iteration 47Q: 3 clusters Score -189369.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -189369.906250 Penalty: 789.522888 Iteration 48Q: 3 clusters Score -189369.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -189369.828125 Penalty: 789.522888 Iteration 49Q: 3 clusters Score -189369.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -189370.359375 Penalty: 789.522888 Iteration 50Q: 3 clusters Score -189370.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -189372.453125 Penalty: 789.522888 Iteration 51Q: 3 clusters Score -189372.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -189372.468750 Penalty: 789.522888 Iteration 52Q: 3 clusters Score -189372.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -189372.468750 Penalty: 789.522888 Iteration 53F: 3 clusters Score -189372.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Entering Unmasked Estep Score: -147711.140625 Penalty: 387.047424 Iteration 0F: 2 clusters Score -147711.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -144380.640625 Penalty: 774.094849 Iteration 0F: 3 clusters Score -144380.6 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -145683.671875 Penalty: 774.094849 Iteration 1F: 3 clusters Score -145683.7 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -145925.546875 Penalty: 774.094849 Iteration 2F: 3 clusters Score -145925.5 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -146213.906250 Penalty: 774.094849 Iteration 3F: 3 clusters Score -146213.9 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -146503.109375 Penalty: 774.094849 Iteration 4F: 3 clusters Score -146503.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -146784.937500 Penalty: 774.094849 Iteration 5F: 3 clusters Score -146784.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -146990.921875 Penalty: 774.094849 Iteration 6F: 3 clusters Score -146990.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -147125.781250 Penalty: 774.094849 Iteration 7Q: 3 clusters Score -147125.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -147223.906250 Penalty: 774.094849 Iteration 8Q: 3 clusters Score -147223.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -147303.640625 Penalty: 774.094849 Iteration 9Q: 3 clusters Score -147303.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -147336.484375 Penalty: 774.094849 Iteration 10Q: 3 clusters Score -147336.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -147345.359375 Penalty: 774.094849 Iteration 11Q: 3 clusters Score -147345.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -147350.359375 Penalty: 774.094849 Iteration 12Q: 3 clusters Score -147350.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -147353.984375 Penalty: 774.094849 Iteration 13Q: 3 clusters Score -147354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -147358.484375 Penalty: 774.094849 Iteration 14Q: 3 clusters Score -147358.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -147359.656250 Penalty: 774.094849 Iteration 15Q: 3 clusters Score -147359.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -147359.656250 Penalty: 774.094849 Iteration 16F: 3 clusters Score -147359.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Entering Unmasked Estep Score: -27790.732422 Penalty: 314.393768 Iteration 0F: 2 clusters Score -27790.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -26989.798828 Penalty: 628.787537 Iteration 0F: 3 clusters Score -26989.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -27233.796875 Penalty: 628.787537 Iteration 1F: 3 clusters Score -27233.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27279.423828 Penalty: 628.787537 Iteration 2F: 3 clusters Score -27279.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -27314.232422 Penalty: 628.787537 Iteration 3Q: 3 clusters Score -27314.23 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -27335.748047 Penalty: 628.787537 Iteration 4Q: 3 clusters Score -27335.75 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -27347.687500 Penalty: 628.787537 Iteration 5Q: 3 clusters Score -27347.69 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -27352.835938 Penalty: 628.787537 Iteration 6Q: 3 clusters Score -27352.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -27359.277344 Penalty: 628.787537 Iteration 7Q: 3 clusters Score -27359.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -27364.982422 Penalty: 628.787537 Iteration 8Q: 3 clusters Score -27364.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -27375.111328 Penalty: 628.787537 Iteration 9Q: 3 clusters Score -27375.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -27387.126953 Penalty: 628.787537 Iteration 10Q: 3 clusters Score -27387.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -27400.099609 Penalty: 628.787537 Iteration 11Q: 3 clusters Score -27400.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -27415.451172 Penalty: 628.787537 Iteration 12Q: 3 clusters Score -27415.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -27426.978516 Penalty: 628.787537 Iteration 13Q: 3 clusters Score -27426.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27433.921875 Penalty: 628.787537 Iteration 14Q: 3 clusters Score -27433.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -27442.751953 Penalty: 628.787537 Iteration 15Q: 3 clusters Score -27442.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27459.369141 Penalty: 628.787537 Iteration 16Q: 3 clusters Score -27459.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27478.501953 Penalty: 628.787537 Iteration 17Q: 3 clusters Score -27478.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27491.865234 Penalty: 628.787537 Iteration 18Q: 3 clusters Score -27491.87 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27516.476562 Penalty: 628.787537 Iteration 19Q: 3 clusters Score -27516.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27543.744141 Penalty: 628.787537 Iteration 20F: 3 clusters Score -27543.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -27564.509766 Penalty: 628.787537 Iteration 21Q: 3 clusters Score -27564.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27572.111328 Penalty: 628.787537 Iteration 22Q: 3 clusters Score -27572.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27581.023438 Penalty: 628.787537 Iteration 23Q: 3 clusters Score -27581.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -27591.660156 Penalty: 628.787537 Iteration 24Q: 3 clusters Score -27591.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -27599.416016 Penalty: 628.787537 Iteration 25Q: 3 clusters Score -27599.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -27604.437500 Penalty: 628.787537 Iteration 26Q: 3 clusters Score -27604.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -27607.599609 Penalty: 628.787537 Iteration 27Q: 3 clusters Score -27607.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -27608.597656 Penalty: 628.787537 Iteration 28Q: 3 clusters Score -27608.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -27611.140625 Penalty: 628.787537 Iteration 29Q: 3 clusters Score -27611.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -27611.140625 Penalty: 628.787537 Iteration 30F: 3 clusters Score -27611.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Entering Unmasked Estep Score: -143057.296875 Penalty: 383.131012 Iteration 0F: 2 clusters Score -143057.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -139966.843750 Penalty: 766.262024 Iteration 0F: 3 clusters Score -139966.8 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -141147.046875 Penalty: 766.262024 Iteration 1F: 3 clusters Score -141147 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -141265.031250 Penalty: 766.262024 Iteration 2F: 3 clusters Score -141265 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -141350.531250 Penalty: 766.262024 Iteration 3Q: 3 clusters Score -141350.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -141447.296875 Penalty: 766.262024 Iteration 4Q: 3 clusters Score -141447.3 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -141571.468750 Penalty: 766.262024 Iteration 5F: 3 clusters Score -141571.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -141739.687500 Penalty: 766.262024 Iteration 6F: 3 clusters Score -141739.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -141936.250000 Penalty: 766.262024 Iteration 7F: 3 clusters Score -141936.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -142163.296875 Penalty: 766.262024 Iteration 8F: 3 clusters Score -142163.3 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -142344.406250 Penalty: 766.262024 Iteration 9F: 3 clusters Score -142344.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -142492.734375 Penalty: 766.262024 Iteration 10Q: 3 clusters Score -142492.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -142588.109375 Penalty: 766.262024 Iteration 11Q: 3 clusters Score -142588.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -142637.937500 Penalty: 766.262024 Iteration 12Q: 3 clusters Score -142637.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -142664.953125 Penalty: 766.262024 Iteration 13Q: 3 clusters Score -142665 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -142685.812500 Penalty: 766.262024 Iteration 14Q: 3 clusters Score -142685.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -142700.656250 Penalty: 766.262024 Iteration 15Q: 3 clusters Score -142700.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -142708.250000 Penalty: 766.262024 Iteration 16Q: 3 clusters Score -142708.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -142714.265625 Penalty: 766.262024 Iteration 17Q: 3 clusters Score -142714.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -142716.656250 Penalty: 766.262024 Iteration 18Q: 3 clusters Score -142716.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -142719.000000 Penalty: 766.262024 Iteration 19Q: 3 clusters Score -142719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -142719.562500 Penalty: 766.262024 Iteration 20F: 3 clusters Score -142719.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -142720.312500 Penalty: 766.262024 Iteration 21Q: 3 clusters Score -142720.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -142721.140625 Penalty: 766.262024 Iteration 22Q: 3 clusters Score -142721.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -142721.140625 Penalty: 766.262024 Iteration 23F: 3 clusters Score -142721.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Entering Unmasked Estep Score: -549598.375000 Penalty: 442.433929 Iteration 0F: 2 clusters Score -549598.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -538407.437500 Penalty: 884.867859 Iteration 0F: 3 clusters Score -538407.4 nChanged 7925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -543129.312500 Penalty: 884.867859 Iteration 1F: 3 clusters Score -543129.3 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -543661.125000 Penalty: 884.867859 Iteration 2F: 3 clusters Score -543661.1 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -544423.062500 Penalty: 884.867859 Iteration 3F: 3 clusters Score -544423.1 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -545442.250000 Penalty: 884.867859 Iteration 4F: 3 clusters Score -545442.2 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -546603.812500 Penalty: 884.867859 Iteration 5F: 3 clusters Score -546603.8 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14823 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -547687.812500 Penalty: 884.867859 Iteration 6F: 3 clusters Score -547687.8 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -548415.937500 Penalty: 884.867859 Iteration 7Q: 3 clusters Score -548415.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16030 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -548848.250000 Penalty: 884.867859 Iteration 8Q: 3 clusters Score -548848.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16260 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -549072.000000 Penalty: 884.867859 Iteration 9Q: 3 clusters Score -549072 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -549175.437500 Penalty: 884.867859 Iteration 10Q: 3 clusters Score -549175.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -549231.375000 Penalty: 884.867859 Iteration 11Q: 3 clusters Score -549231.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -549258.687500 Penalty: 884.867859 Iteration 12Q: 3 clusters Score -549258.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -549269.750000 Penalty: 884.867859 Iteration 13Q: 3 clusters Score -549269.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -549283.250000 Penalty: 884.867859 Iteration 14Q: 3 clusters Score -549283.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -549293.562500 Penalty: 884.867859 Iteration 15Q: 3 clusters Score -549293.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16516 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -549298.562500 Penalty: 884.867859 Iteration 16Q: 3 clusters Score -549298.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -549302.187500 Penalty: 884.867859 Iteration 17Q: 3 clusters Score -549302.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16523 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -549307.437500 Penalty: 884.867859 Iteration 18Q: 3 clusters Score -549307.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -549310.375000 Penalty: 884.867859 Iteration 19Q: 3 clusters Score -549310.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -549311.812500 Penalty: 884.867859 Iteration 20F: 3 clusters Score -549311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -549313.437500 Penalty: 884.867859 Iteration 21Q: 3 clusters Score -549313.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -549313.500000 Penalty: 884.867859 Iteration 22Q: 3 clusters Score -549313.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -549315.312500 Penalty: 884.867859 Iteration 23Q: 3 clusters Score -549315.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -549315.312500 Penalty: 884.867859 Iteration 24F: 3 clusters Score -549315.3 nChanged 0 21->21 Clusters: Score -3033460.250000, best is -3032557.000000 THE BEST YET! Main iterations: 276 (time per=492.993120ms) Total iterations: 5101 (time per=26.674397ms) Iterations metric 2: 9607099392.000000 (time per=14.163078ns) Iterations metric 3: 115286990848.000000 (time per=1180.238118ps) That took 136.066101 seconds.